{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Expected SARSA \n",
    "\n",
    "We will be using **TD control method of Expected SARSA** on Cliff World environment as given below. Expected SARSA takes the average over $Q(S',A')$ weighed by the policy. Here we will using the same policy to explore and same policy to take expectation and hence it is a on-policy SARSA. However, depending on the need, we could have agent trying to learn a ε-greedy policy but use a more exploratory (i.e. with higher ε value) policy as its behavior policy to generate samples.\n",
    "\n",
    "![GridWorld](./images/cliffworld.png \"Cliff World\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Expected SARA  Update equation\n",
    "\n",
    "Expected SARA Q Learning control is carried by sampling step by step and updating Q values at each step. We use ε-greedy policy to explore and generate samples. And we update the Q value by taking expectation over the policy. The Update equation is given below:\n",
    "\n",
    "$$ Q(S,A) \\leftarrow Q(S,A) + \\alpha  [ R + \\gamma \\cdot \\sum_{a} \\pi(a|S')\\cdot Q(S’,a) – Q(S,A)] $$\n",
    "\n",
    "In terms of the equation 4.11 given in book this translates to:\n",
    "$$ Q(S_t,A_t) \\leftarrow Q(S_t,A_t) + \\alpha  [ R_{t+1} + \\gamma \\cdot \\sum_{a \\in A_{t+1}} \\pi(a|S_{t+1})\\cdot Q(S_{t+1},a) – Q(S_t,A_t)] $$\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Running in Colab/Kaggle\n",
    "\n",
    "If you are running this on Colab, please uncomment below cells and run this to install required dependencies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "## uncomment and execute this cell to install all the the dependencies if running in Google Colab or Kaggle\n",
    "# !apt-get update \n",
    "# !apt-get install -y swig cmake ffmpeg freeglut3-dev xvfb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Uncomment and execute this cell to install all the the dependencies if running in Google Colab or Kaggle\n",
    "\n",
    "## Uncomment and run for Colab\n",
    "# !git clone https://github.com/nsanghi/drl-2ed\n",
    "# %cd /content/drl-2ed \n",
    "# !pip install  -r requirements.txt\n",
    "# %cd chapter4\n",
    "\n",
    "\n",
    "## Uncomment and run for Kaggle\n",
    "# !git clone https://github.com/nsanghi/drl-2ed\n",
    "# %cd /kaggle/working/drl-2ed \n",
    "# !pip install  -r requirements.txt\n",
    "# %cd chapter4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Uncomment and Rerun the cd command in case you were asked to restart the kernel and you followed that message\n",
    "## as after resart the kernel will again point back to root folder\n",
    "\n",
    "\n",
    "## Uncomment and run for Colab\n",
    "# %cd /content/drl-2ed \n",
    "# %cd chapter6\n",
    "\n",
    "\n",
    "## Uncomment and run for Kaggle\n",
    "# %cd /kaggle/working/drl-2ed \n",
    "# %cd chapter6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initial imports and environment setup\n",
    "import gymnasium as gym\n",
    "import sys\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from stable_baselines3.common.vec_env import VecVideoRecorder, DummyVecEnv\n",
    "from IPython.display import HTML\n",
    "from base64 import b64encode\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Expected SARSA Learning agent class\n",
    "from collections import defaultdict\n",
    "\n",
    "\n",
    "class ExpectedSARSAAgent:\n",
    "    def __init__(self, alpha, epsilon, gamma, get_possible_actions):\n",
    "        self.get_possible_actions = get_possible_actions\n",
    "        self.alpha = alpha\n",
    "        self.epsilon = epsilon\n",
    "        self.gamma = gamma\n",
    "        self._Q = defaultdict(lambda: defaultdict(lambda: 0))\n",
    "\n",
    "    def get_Q(self, state, action):\n",
    "        return self._Q[state][action]\n",
    "\n",
    "    def set_Q(self, state, action, value):\n",
    "        self._Q[state][action] = value\n",
    "\n",
    "    # Expected SARSA Update\n",
    "    def update(self, state, action, reward, next_state, done):\n",
    "        if not done:\n",
    "            best_next_action = self.max_action(next_state)\n",
    "            actions = self.get_possible_actions(next_state)\n",
    "            next_q = 0\n",
    "            for next_action in actions:\n",
    "                if next_action == best_next_action:\n",
    "                    next_q += (1-self.epsilon+self.epsilon/len(actions)) * \\\n",
    "                               self.get_Q(next_state, next_action)\n",
    "                else:\n",
    "                    next_q += (self.epsilon/len(actions)) * \\\n",
    "                               self.get_Q(next_state, next_action)\n",
    "\n",
    "            td_error = reward + self.gamma * next_q - self.get_Q(state, action)\n",
    "        else:\n",
    "            td_error = reward - self.get_Q(state, action)\n",
    "\n",
    "        new_value = self.get_Q(state, action) + self.alpha * td_error\n",
    "        self.set_Q(state, action, new_value)\n",
    "\n",
    "    # get best A for Q(S,A) which maximizes the Q(S,a) for actions in state S\n",
    "    def max_action(self, state):\n",
    "        actions = self.get_possible_actions(state)\n",
    "        best_action = []\n",
    "        best_q_value = float(\"-inf\")\n",
    "\n",
    "        for action in actions:\n",
    "            q_s_a = self.get_Q(state, action)\n",
    "            if q_s_a > best_q_value:\n",
    "                best_action = [action]\n",
    "                best_q_value = q_s_a\n",
    "            elif q_s_a == best_q_value:\n",
    "                best_action.append(action)\n",
    "        return np.random.choice(np.array(best_action))\n",
    "\n",
    "    # choose action as per epsilon-greedy policy for exploration\n",
    "    def get_action(self, state):\n",
    "        actions = self.get_possible_actions(state)\n",
    "\n",
    "        if len(actions) == 0:\n",
    "            return None\n",
    "\n",
    "        if np.random.random() < self.epsilon:\n",
    "            a = np.random.choice(actions)\n",
    "            return a\n",
    "        else:\n",
    "            a = self.max_action(state)\n",
    "            return a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# training algorithm\n",
    "def train_agent(env, agent, episode_cnt=10000, tmax=10000, anneal_eps=True):\n",
    "    episode_rewards = []\n",
    "    for i in range(episode_cnt):\n",
    "        G = 0\n",
    "        state, _ = env.reset()\n",
    "        for t in range(tmax):\n",
    "            action = agent.get_action(state)\n",
    "            next_state, reward, done, _, _ = env.step(action)\n",
    "            agent.update(state, action, reward, next_state, done)\n",
    "            G += reward\n",
    "            if done:\n",
    "                episode_rewards.append(G)\n",
    "                # to reduce the exploration probability epsilon over the\n",
    "                # training period. YOu can set the flag to False\n",
    "                # and see the impact it has on the episode rewards\n",
    "                if anneal_eps:\n",
    "                    agent.epsilon = agent.epsilon * 0.99\n",
    "                break\n",
    "            state = next_state\n",
    "    return np.array(episode_rewards)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plot rewards\n",
    "def plot_rewards(env_name, rewards, label):\n",
    "    plt.title(\"env={}, Mean reward = {:.1f}\".format(env_name,\n",
    "                                                    np.mean(rewards[-20:])))\n",
    "    plt.plot(rewards, label=label)\n",
    "    plt.grid()\n",
    "    plt.legend()\n",
    "    plt.ylim(-300, 0)\n",
    "    plt.xlabel(\"Episode number\")\n",
    "    plt.ylabel(\"Return per episode\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# helper function to print policy under Cliff world\n",
    "def print_policy(env, agent):\n",
    "\n",
    "    _cliff = np.zeros(env.shape, dtype=bool)\n",
    "    _cliff[3, 1:-1] = True    \n",
    "    nR, nC = _cliff.shape\n",
    "\n",
    "    actions = '^>v<'\n",
    "    print(\"Policy learnt by Agent\\n\")    \n",
    "\n",
    "    for y in range(nR):\n",
    "        for x in range(nC):\n",
    "            if _cliff[y, x]:\n",
    "                print(\" C \", end='')\n",
    "            elif (y * nC + x) == env.start_state_index:\n",
    "                print(\" X \", end='')\n",
    "            elif (y * nC + x) == nR * nC - 1:\n",
    "                print(\" T \", end='')\n",
    "            else:\n",
    "                print(\" %s \" %\n",
    "                      actions[agent.max_action(y * nC + x)], end='')\n",
    "        print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Helper function to record videos\n",
    "def record_video(env_id, video_folder, video_length, agent):\n",
    "\n",
    "    vec_env = DummyVecEnv([lambda: gym.make(env_id, render_mode=\"rgb_array\")])    \n",
    "    # Record the video starting at the first step\n",
    "    vec_env = VecVideoRecorder(vec_env, video_folder,\n",
    "                           record_video_trigger=lambda x: x == 0, video_length=video_length,\n",
    "                           name_prefix=f\"{type(agent).__name__}-{env_id}\")\n",
    "\n",
    "    obs = vec_env.reset()    \n",
    "    for _ in range(video_length + 1):\n",
    "        action = agent.max_action(obs[0])\n",
    "        obs, _, _, _ = vec_env.step([action])\n",
    "    # video filename\n",
    "    file_path = \"./\"+video_folder+vec_env.video_recorder.path.split(\"/\")[-1]   \n",
    "    # Save the video\n",
    "    vec_env.close()\n",
    "    return file_path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cliff Walking Expected SARSA Learning\n",
    "\n",
    "#### Create Expected SARSA Learning Agent for Cliff world environment and train agent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create cliff world environment\n",
    "env = gym.make(\"CliffWalking-v0\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create an Expected SARSA agent\n",
    "agent = ExpectedSARSAAgent(alpha=1.0, epsilon=0.2, gamma=0.99,\n",
    "                           get_possible_actions=lambda s : range(env.nA))\n",
    "\n",
    "# train agent and get rewards for episodes\n",
    "rewards = train_agent(env, agent, episode_cnt = 1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot per episode reward graph\n",
    "plot_rewards(\"Cliff World\", rewards, 'Expected SARSA')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Print Policy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Policy learnt by Agent\n",
      "\n",
      " >  >  >  >  >  >  >  >  >  v  >  v \n",
      " >  >  >  >  >  >  >  >  >  >  >  v \n",
      " ^  ^  ^  ^  ^  ^  ^  ^  ^  ^  >  v \n",
      " X  C  C  C  C  C  C  C  C  C  C  T \n"
     ]
    }
   ],
   "source": [
    "# print Cliff World policy\n",
    "print_policy(env, agent)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Watch Trained Agent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving video to /home/nsanghi/sandbox/apress/drl-2ed/chapter4/logs/videos/ExpectedSARSAAgent-CliffWalking-v0-step-0-to-step-50.mp4\n",
      "Moviepy - Building video /home/nsanghi/sandbox/apress/drl-2ed/chapter4/logs/videos/ExpectedSARSAAgent-CliffWalking-v0-step-0-to-step-50.mp4.\n",
      "Moviepy - Writing video /home/nsanghi/sandbox/apress/drl-2ed/chapter4/logs/videos/ExpectedSARSAAgent-CliffWalking-v0-step-0-to-step-50.mp4\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                                                        "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Moviepy - Done !\n",
      "Moviepy - video ready /home/nsanghi/sandbox/apress/drl-2ed/chapter4/logs/videos/ExpectedSARSAAgent-CliffWalking-v0-step-0-to-step-50.mp4\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r"
     ]
    }
   ],
   "source": [
    "env_id = \"CliffWalking-v0\"\n",
    "video_folder = \"logs/videos/\"\n",
    "video_length = 50\n",
    "               \n",
    "video_file = record_video(env_id, video_folder, video_length, agent)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<video width=400 controls>\n",
       "      <source src=\"data:video/mp4;base64,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\" type=\"video/mp4\">\n",
       "</video>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mp4 = open(video_file, 'rb').read()\n",
    "data_url = \"data:video/mp4;base64,\" + b64encode(mp4).decode()\n",
    "HTML(\"\"\"\n",
    "<video width=400 controls>\n",
    "      <source src=\"%s\" type=\"video/mp4\">\n",
    "</video>\n",
    "\"\"\" % data_url)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Expected SARSA for \"Taxi\" environment \n",
    "\n",
    "Let us now run Expected SARSA on Taxi environment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Create Expected SARSA Agent for Taxi Environment and train agent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create taxi environment\n",
    "env = gym.make(\"Taxi-v3\")\n",
    "\n",
    "# create am Expected SARSA agent\n",
    "agent = ExpectedSARSAAgent(alpha=0.25, epsilon=0.2, gamma=0.99, \n",
    "                           get_possible_actions=lambda s : range(env.action_space.n))\n",
    "\n",
    "#train agent and get rewards for episodes\n",
    "rewards = train_agent(env, agent, episode_cnt = 5000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot Rewards"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkcAAAHHCAYAAAC1G/yyAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAB42klEQVR4nO3deVxUVf8H8M+wzLDJvrmgoCiKK2oauK+gPppWmGu4p2m5p2Zqau65PdXPpXKpNNJHs0UzyS0X1Fxwz7Jc0sQNERGBgbm/P4jbDDMMc2GG2T7v14tXzL3nnvs9MxP36znnnisTBEEAEREREQEAHMwdABEREZElYXJEREREpIbJEREREZEaJkdEREREapgcEREREalhckRERESkhskRERERkRomR0RERERqmBwRERERqWFyRERGsWHDBshkMly/ft3coZCRDRo0CKGhoeYOg6jcMDkiskHvvvsuZDJZiT9t27Y1d6gAgOvXr4sxvffeezrL9O/fHzKZDB4eHuUcHZlDaGhosd/bmjVr6j1W/fuk62f48OHl1AqyVk7mDoCIjO/FF19EeHi4+DozMxOjRo1Cr1698OKLL4rbg4KCjHbOgQMHok+fPlAoFKWuw8XFBV9++SXeeecdje1Pnz7FN998AxcXl7KGSVZixYoVyMzM1Nh248YNvPPOO+jcubPeYwMCAvD5559rbd+9ezc2bdpU4vFETI6IbFCDBg3QoEED8fWDBw8watQoNGjQAAMGDDDJOR0dHeHo6FimOrp27Yrt27fj7NmzaNiwobj9m2++QW5uLuLi4rBv376yhlrusrKy4ObmZu4wipWdnQ25XA4HB8sZTOjZs6fWtsJexf79++s91t3dXef3fMOGDfD09ET37t2NEiPZLsv5P4HICty+fRtDhgxBUFAQFAoF6tati3Xr1mmUOXDgAGQyGbZs2YJ58+ahSpUqcHFxQYcOHXD16lWx3JgxY+Dh4YGsrCyt8/Tt2xfBwcHIz883WVtu3LiB119/HREREXB1dYWfnx/i4+M15gwJgoB27dohICAA9+7dE7fn5uaifv36qFGjBp4+fQrAOHOOoqOjERYWhs2bN2ts37RpE+Li4uDr66vzuB9++AGtWrWCu7s7KlSogG7duuHixYsaZc6dO4dBgwahevXqcHFxQXBwMIYMGYKHDx9qlCsckrx69SoGDRoEb29veHl5YfDgwTo/q6Latm2LevXq4dSpU2jdujXc3Nzw9ttvAwBycnIwa9YshIeHQ6FQICQkBG+99RZycnLE41988UU0btxYo87u3btDJpPh22+/FbcdP34cMpkMP/zwAwAgLS0NkyZNQv369eHh4QFPT0906dIFZ8+e1air8PuZmJiId955B5UrV4abmxsyMjIAADt27EC9evXg4uKCevXq4euvvy6xzeVl8+bNCAsLQ0xMjORj79y5g/379+PFF19kDySViD1HRAa6e/cunn/+echkMowZMwYBAQH44YcfMHToUGRkZGDcuHEa5RcuXAgHBwdMmjQJjx8/xuLFi9G/f38cP34cAPDKK6/go48+ws6dOxEfHy8el5WVhe+++w6DBg0Se2IyMzORnZ1dYozOzs7w8vIyqD2//PILjh49ij59+qBKlSq4fv06Vq1ahbZt2+LSpUtwc3ODTCbDunXr0KBBA4wcORLbt28HAMyaNQsXL17EgQMH4O7ubtD5DNW3b1988cUXWLhwIWQyGR48eIA9e/bg888/x+7du7XKf/7550hISEBsbCwWLVqErKwsrFq1Ci1btsSZM2fEicRJSUn4888/MXjwYAQHB+PixYtYu3YtLl68iGPHjkEmk2nU27t3b4SFhWHBggU4ffo0PvnkEwQGBmLRokUltuHhw4fo0qUL+vTpgwEDBiAoKAgqlQo9evTA4cOHMWLECNSpUwfnz5/H8uXL8dtvv2HHjh0AgFatWuGbb75BRkYGPD09IQgCjhw5AgcHBxw6dAg9evQAABw6dAgODg5o0aIFAODPP//Ejh07EB8fj7CwMNy9exdr1qxBmzZtcOnSJVSqVEkjxrlz50Iul2PSpEnIycmBXC7Hnj178NJLLyEyMhILFizAw4cPMXjwYFSpUsWgz84U39NCZ86cweXLlzF9+nRJxxVKTEyESqUqsdeJCAAgEJFBhg4dKlSsWFF48OCBxvY+ffoIXl5eQlZWliAIgrB//34BgFCnTh0hJydHLLdy5UoBgHD+/HlBEARBpVIJlStXFl566SWN+rZs2SIAEH7++WdxW0JCggCgxJ82bdrojP3+/fsCAGHWrFnitsJ41SUnJwsAhM8++0xj+5o1awQAwhdffCEcO3ZMcHR0FMaNG6dRZv369QIA4dq1a7rfQD2uXbsmABCWLFkiXLhwQQAgHDp0SBAEQfjoo48EDw8P4enTp0JCQoLg7u4uHvfkyRPB29tbGD58uEZ9qampgpeXl8Z2Xe398ssvtd7rWbNmCQCEIUOGaJTt1auX4OfnV2Jb2rRpIwAQVq9erbH9888/FxwcHMR2FVq9erUAQDhy5IggCILwyy+/CACEXbt2CYIgCOfOnRMACPHx8ULz5s3F43r06CFERUWJr7Ozs4X8/HyNuq9duyYoFAphzpw54rbC72f16tW13pNGjRoJFStWFNLT08Vte/bsEQAI1apVK7HtZf2e6jNx4kQBgHDp0iXJxwqCIDRp0kSoWLGi1ntEpAt7jogMIAgCtm3bht69e0MQBDx48EDcFxsbi8TERJw+fVr8VzwADB48GHK5XHzdqlUrAAX/wq9Xrx5kMhni4+OxZs0aZGZmindhffXVV6hcuTJatmwpHvvWW28ZNFfIx8fH4Da5urqKvyuVSmRkZCA8PBze3t44ffo0Bg4cKO4fMWIEtm/fjjfeeAP+/v6oUaMG5s+fb/C5pKhbty4aNGiAL7/8Ei1btsTmzZvxwgsv6Jyzk5SUhPT0dPTt21fjM3F0dETz5s2xf/9+ne3Nzs5GZmYmnn/+eQDA6dOnxc+n0MiRIzVet2rVCl9//bXYo6OPQqHA4MGDNbZt3boVderUQe3atTVibd++PQBg//79iImJQVRUFDw8PPDzzz+jS5cuOHToEKpUqYJXX30VL774IrKysuDq6orDhw9rfCfUJ8Ln5+cjPT0dHh4eiIiIwOnTp7ViTEhI0HhP7ty5g5SUFEydOlWjV6dTp06IjIwUh0/1McX3FABUKhUSExMRFRWFOnXqSDoWAH777TecOnUK48ePt6h5VWS5mBwRGeD+/ftIT0/H2rVrsXbtWp1l1OfkAEDVqlU1XhdeEB49eiRue+WVV7BixQp8++236NevHzIzM7Fr1y689tprGsM8kZGRiIyMNFZzAADPnj3DggULsH79ety+fRuCIIj7Hj9+rFX+008/RY0aNfD777/j6NGjGhdWY+vXrx+WLl2K8ePH4+jRo+KcnaJ+//13AP8mGEWpJzFpaWmYPXs2EhMTtT4rXe3V9/mVlBxVrlxZIzEujPXy5csICAjQeUxhTI6OjoiOjsahQ4cAFAyftWrVCi1btkR+fj6OHTuGoKAgpKWlaSR0KpUKK1euxP/93//h2rVrGvPV/Pz8tM4XFham8frGjRsAoPM2+eISrKJM8T0FgIMHD+L27dsYP358qY7ftGkTgJInchMVYnJEZACVSgUAGDBgABISEnSWUb87DECxd26pJyHPP/88QkNDsWXLFvTr1w/fffcdnj17hldeeUXjmMePH+PZs2clximXy4udtFzUG2+8gfXr12PcuHGIjo6Gl5cXZDIZ+vTpI7ZX3YEDB8SJw+fPn0d0dLRB5ymNvn37Ytq0aRg+fDj8/PyKvfW6MM7PP/8cwcHBWvudnP79E9e7d28cPXoUkydPRqNGjeDh4QGVSoW4uDid7TXk8yuOrsRRpVKhfv36WLZsmc5jQkJCxN9btmyJefPmITs7G4cOHcL06dPh7e2NevXq4dChQ+ISDOrJ0fz58zFjxgwMGTIEc+fOha+vLxwcHDBu3Did7TNFcmuK7ylQkNw4ODigb9++pYpr8+bNiIiIQJMmTUp1PNkfJkdEBggICECFChWQn5+Pjh07GrXu3r17Y+XKlcjIyMBXX32F0NBQcbin0NixY7Fx48YS62rTpg0OHDhg0Hn/97//ISEhAUuXLhW3ZWdnIz09XavsnTt38MYbb6Bz587iJN7Y2FhUq1bNoHNJVbVqVbRo0QIHDhzAqFGjNJIcdTVq1AAABAYG6v1cHj16hL1792L27NmYOXOmuL2w56k81KhRA2fPnkWHDh20Jn8X1apVK+Tm5uLLL7/E7du3xSSodevWYnJUq1YtjXWq/ve//6Fdu3b49NNPNepKT0+Hv79/ifEVfpa63pMrV66UeDxgmu9pTk4Otm3bhrZt22pNKjfE8ePHcfXqVcyZM0fysWS/mBwRGcDR0REvvfQSNm/ejAsXLqBevXoa++/fv1/scElJXnnlFSxevBgbN27E7t27MXbsWK0yppjL4ejoqNUL8sEHH+hcPmD48OFQqVT49NNP4ejoiLp162Lo0KFISkoq8UJfWu+99x7279+v1YumLjY2Fp6enpg/fz7atWsHZ2dnjf2Fn0thL1DR9q5YscLocRend+/e2LVrFz7++GOMGDFCY9+zZ8+gUqnEO/+aN28OZ2dnLFq0CL6+vqhbty6AgqRp/fr18Pb2RlxcnEYduj7PrVu34vbt2xoLghanYsWKaNSoETZu3Kgx7ygpKQmXLl0yKBE2xfd0165dSE9P1zsk9uuvv8LNzU1rKBSAuCxEv379DD4nEZMjIgMtXLgQ+/fvR/PmzTF8+HBERkYiLS0Np0+fxk8//YS0tLRS1du4cWOEh4dj+vTpyMnJ0ZkMmGIux3/+8x98/vnn8PLyQmRkJJKTk/HTTz9pzU9Zv349du7ciQ0bNoi3dH/wwQcYMGAAVq1ahddff73Yc2zYsAGDBw/G+vXrMWjQIEnxtWnTBm3atNFbxtPTE6tWrcLAgQPRuHFj9OnTBwEBAbh58yZ27tyJFi1a4MMPP4Snpydat26NxYsXQ6lUonLlytizZw+uXbsmKaayGDhwILZs2YKRI0di//79aNGiBfLz8/Hrr79iy5Yt+PHHH9G0aVMAgJubG5o0aYJjx46JaxwBBT1HT58+xdOnT7UmkP/nP//BnDlzMHjwYMTExOD8+fPYtGkTqlevbnCMCxYsQLdu3dCyZUsMGTIEaWlp+OCDD1C3bl2t1ap1McX3dNOmTVAoFHjppZeKLVOnTh2dvVH5+fn46quv8Pzzz4u9jESG4LR9IgMFBQXhxIkTGDx4MLZv344xY8Zg5cqVSEtLM2jtG31eeeUVPHnyBOHh4VoLAJrKypUr8eqrr2LTpk2YOHEi7ty5g59++knj2WW3bt3C+PHj0b17d425Vv3790evXr3w1ltv6U0wCi+oFStWNFk7+vXrh71796Jy5cpYsmQJxo4di8TERDRq1EjjjrHNmzcjNjYWH330EaZNmwZnZ2dxAcXy4ODggB07dmDhwoU4f/48Jk2ahNmzZ+OXX37B2LFjUatWLY3yhcmP+l2LwcHBYi9Q0eTo7bffxsSJE/Hjjz9i7NixOH36NHbu3Kkxl6kkcXFx2Lp1K/Lz8zFt2jRs374d69evF5O28paRkYGdO3eiW7duktdFAoCffvoJd+/eZa8RSSYTDJldSERUCr1798b169dx4sQJc4dCRGQwDqsRkUkIgoADBw7giy++MHcoRESSsOeIiIiISA3nHBERERGpsdvk6KOPPkJoaChcXFzQvHlzzokgIiIiAHaaHH311VeYMGECZs2ahdOnT6Nhw4aIjY3VeqQAERER2R+7nHPUvHlzPPfcc/jwww8BFCzrHxISgjfeeANTp041c3RERERkTnZ3t1pubi5OnTqFadOmidscHBzQsWNHJCcna5XPyckRnycFFCRSaWlp8PPzM9nKwERERGRcgiDgyZMnqFSpEhwc9A+c2V1y9ODBA+Tn52s8kwgoWODv119/1Sq/YMECzJ49u7zCIyIiIhP666+/xNX+i2N3yZFU06ZNw4QJE8TXjx8/RtWqVXHt2jVUqFDBqOdSKpXYv3+/zmdElYfLd56g36e/6Nx35p32AICo9/YBALxcnHBgUmsAwOgvU3D0j4JHZ/RpWhmJJ29r/W6IJS/Vw+RtF0odPxU4NLk1Wi352eDyhn5OlbxdsHNMjPgdMFSrcF+sfKUhnmTnYdGPv2HXhbvivuNT20LuVLqpj4VxNKrihfWDmmhtL406FStg89DnxNdPc/LQUu297FQnAItfqi+eo2EVL2z459yF///mBdfF9G8LHtR6Ylpb3Hn8DC/833EAwHs96qBbg+JXC+/6wRHceZyDGd0i8GJUZfE8fZ6rgsRfbonlCv9/NMTQz07j9M30Eo8rPFe9Sp74fEhTnfuK1mHo36zC40tqfyFBENB43n4AwLwXItG1fnCJx+jTa9UxXH+YBUDae1dUefyNfmXtcfx27ynGdQhHQrT2s+KKk5mTJ/5/b+j7XBJzX5OM7cmTJwgLCzPo2m13yZG/vz8cHR1x9+5dje13795FcLD2/4AKhQIKhUJru6+vLzw9PY0am1KphJubG/z8/MzyRfTOdoKDwk3nvsLnbRXuV7jLxW3Orh5wUGQDAFw8POGgeKT1uyE8PL2LPb8tSoiuhsupT3DiWumeyQYAjat6ixe+QtUqBUl6H319fQ36nFROCvj5+Un+jBRuFeDv7w9/AA1qZGL370/EfUEB/nBwKN3wdGEcTq7uGs+DU49vaMswDGsVBkEArj98imnbz+PGPxdJXba80QFerv/+v1chT6VRn4uHp8Z7oH7uwv9/BS8fcX9QgD+UTs/E1z6+vlrPrlP3w+Q4nLuVjtY1A+DgIBOPc/PwRLNalXHyxiNU83PTW0dRTWtWRsrdXADQe1zhuVw9KmiVU38P1PcZ+jdLbIent8GxFx7TpFYI/PzK9rfWzaMCHP55NJyU966o8vgbvW1sJ5z+6xFahfvDydHwfzi4K/PF98zLx6dM7Sxk7muSsRW2wZApMXaXHMnlcjRp0gR79+5Fz549ARTMI9q7dy/GjBlj3uCsiIPal8tYU/pVdnZvQNuIQDxf3a9MydFzYb5ayZG66gHuGN6qOtKe5mLJj1d0lnF1djToXMb4fIa2DMOBK/fFNpc2MVKnL6o2tQJQ0csVAFDJ27XEutQTIwBwdtSMr2i0vm5yvfXJZDI4qrWxaH1F+brL0TYiUGu7g0yG/+vfGOuPXke/Zob3JgDA+E614OLsiLh6hvW+GOEjKZaU79DqAY3xd3o2IiuV/R+hQZ4u+DX1SckFLYCXmzPa6fgOlMRJ7YNzKmE+DZXMLt/BCRMm4OOPP8bGjRtx+fJljBo1Ck+fPtV4SKU9knLtU/8fUf0PXln+rtpbciSTAZ0ig1A9wL3UdTiVcCXr2agy+jaritHtwos9j8LZsD8DKgM/ntrBxXdZK5wcMbFTrWL3l4a+uIoO2al/xYI8tXuEiyruX5hrBzZB8zBfzOlZr8Q6jHHRcpABgZ4umBJXGyG+0nru3BVOmBQbgXqVDXtwq4MJbzRRGfolAhBXryKGtAwzynnnv1gfzcN8sXZgk5ILWyn1JFxChxMVwy7fwldeeQXvv/8+Zs6ciUaNGiElJQW7d+/WmqRtbwS9/wbX5OioOznSqE9irmNnuRFkMhmcHB3wacJzJRcuhmMJFzL197S4kgoD5/zk/3Nhm9alNhxkwKvR1bTKfNA3CqsH6L8ANQzxRpCnAk2r+Rh03pLoW41E33ym0iQBhclS57rB+Oq1aFQ2oDdK46JVQs9RcYzRw2YoRxOcq3NkECq4OKFLvbLPgymNyt6u+Oq1aHSuW7a5S5ZMPZE3ZYJrL+xuWK3QmDFjOIxWhJTkRP2iLOEfg3rZXc/RP/8tKcHRp6SLpiEJr8JJ2rDaa21qYHCLMMidHPBZ8g0AQK0gD3z/RivInRxws8icnhcaal4QXZwdcXhK+zK1W1dcusiL/BNa/f0ozdldDexlU6feW1TaFpfntc4UydGagU2gzBdKPfmepHEqZRJO/+I3lUpF/Q+o+r/cy5LeGCvJshaF/7ory4WvpH8hqr+nxQ0Ruahd8IM9XcTfO0dq9qSq5yC6hqsKt6mfJraKCl3qaffIOjs6GK03RKUqfp++XrHSrFMWa0DPQ4iPZm+S+khaaddGi6xo3Js/9DHF+m0ymYyJUTmq7G0/N7aYit32HJE2KbmJo0PJPUdShukK6rGv7KjwGlSWf6mXeKgB88HUJyFX9nFFakbBnYd1Knpiz6V/7+rMNzB7VU96qnkIJl8sVW/PUZELskztXZA6/cfXXY4OdUoeem9QxQuLX26Aqv/MDSpLz9F3Y1ri9M1H6N6gksQjS4+dDtZr87DmuPM4GxF65v2RYZgckaikJ8mo73dU+4Nf3IRsybmOfeVG/w6rlSE5KinxUH9LnYuZpVkzsAKGtAiDj5szDvx2X9xetFcqX88Hqr5HfbisPPoK9PWeafVwqUVa3PtRnPim+heNU9e7aYj4u/rnKzVPrF/FC/WrGDaR2lhMMaxG5SMm3N/cIdgM9nPaiesPnmLgp8dx9I8HxZYpKTdR7zlQv66odyiUbVjNerOjFxtXln7QP9egskyeLOlQ9bd0SXwD+Hto33oukwEzu0fijQ41NbYXzR0MfQyj+rXVlJ1G83vVh7+HHEviGxRbRt/dYStfidL5fhRHyp1WmjGoJUdlup+zfOj6Pm4c0gy+7nJ8/GpTHUcQ2R4mR3Zi9ObTOPT7A/T7+Hip61C/NFy4nYHn5v2Es3+lF3vRlHopseY5R8t6N5J8TOFFqCz/UC/uYhvqVzCk00VtZeG6lbzwy/SO2nEUE0DRXil9w2rq3wH140yZCvRrXhW/TO+IupWK71kputSB+le1fpWC96NnI8OGrEr7/XQoQ89ReWoW5gsA6P+89l2IbWoF4NQ7HdEp0r7v6CX7wWE1O3H3n3kk+pTUMVC0Z+f+kxy88NER1KtsnMmi+oZtyksFFyc8yc4zWn3OjjIo83W3yxjDasUduntcazzIzEEVH82JmbqG4Yqro2hchiYHGoeZOBkoaVjRVa7/Tjwp86GiqnobXNYafTG0Oe48foZqfrrXw+KDtsmesOeI1JQ050j3dn13C0k6uwUkR9X9S78goy6+7v8O2/i4aa6+XHixKctdW8UNybk4O2olRsVR731Sb39pw9JIqsz8kboUWf27VpD2RNWSQtw3sQ1WvNII3eqXfY2eoitwWxK5k0OxiRGRvWHPkd0wwmMair0rTVr54hh6N5RJGflfx+oX5zB/dzxSe9RHYQ5hyJyjkW1qIFuZjw1Hr2tsN0a46rnM9G514OQow0uNqyDlr3SNcoY+ZkS9h8Gcn2iYjkR34Uv1sfTH39D/ecMfwVE9wAPVAzzKFMvCF+vjdvozg1epJiLzYnJEIqnDav8eZ5xLoCUkR8YeOHBRW2CxaHIh3spvQIYztUttXPo7Q0dyVPaI1evwdpNjwYsFE5zP3XqsUe7zoc2KrUP9k7OUm510fS8DK7hg0cvFT+A2lT4Sn4dGRObFYTUSlZSaFLffWHeZWfPdasVRX2DRRWt15cJhNcPq0jU3yRh5SHHJTNHtTUN9DazPQrIjAw1uUfD8ro4GrGFERPaBPUckKm3PUfEdPtKSHUvIjYx9XVeo9RYVTRqkDKsBuh8maYxeGqMkM2qfnbWtk9MoxBtnZnSy6PlARFS+mBzZCaNc/4qbkG20niOjVFMmxr6sqz++wtNV83+3wuEsQ58x5qiji8k4w2plrsKk9ZUHH3fD1zsiItvH5MhOGHK9krJCtuaO4sobcFI1ljCsZuzblR1kMizr3RCZOXm49/iZ5rkKyxjY06IriTJGJ40x2qw558gysiMmPERUWpxzZCP2/XoXLRbuw4lraSWWbbNkPzYWmdgLlDwIVvwz1IrZLjHXsYRb+U1xWX+xcRW8Gh2q1aMiNYfQWd4IiUhxCVZpkyZzJ0frBjVFk2o+pVqYk4gIYHJkM4ZsOInb6c/Q7+Nj4jZBEDDnu0tIPHFTo+yNh1mY9e1FrTpKyk1MnbxYQG5k0iGhoqtZqycRhjx1XVdsppxzJOUp6urfDXMvc9S+dhC2jYrReSs/EZEhmBzZmDy17p3kPx5i3ZFrmLr9vFHqNmRO0Ldn/y51/Rf/zij1scZirmdfffdGS61tni4Fo96DYkKLPS5Cx6KGUhWXEBZdtNLw+ixjWI2IqLQ458iGPX6mFH835HollLRCdjH71XsN0rP+PWdJ9RW1+2KqpPLWQOMd0DOspusOr4UvNYC/h0J8bIV60vHThNbIVwHuCsMWZtSnuJ4jL9eS5+y4yR2RlZuP5mF+ugtYQG8gEZFUTI5smOTrUonDarq3X3+YJfVMZufp4oQMIz5DzRBFU5CS5uYonBzEh4EWPT7I0wUVXJxxO/2Z9oFS4yomjEBPRYnH7h7bGjvP38HAaO2HlRIRWSsmR2QwS7ibzJoVHW4qqTdP3wTuwk/ClHOOahjwyIyqfm4Y1bZG2YMgIrIgTI7sxN2MnGL3Xfz7MRbvvoIW4cUMjfxD+t1n0sqXp+LmxUgdCpR0Tq3X+jObovuDPV3QpJoPHB1kqKBwMqgOQ+jrwXKXO+Jpbn6Zz0FEZE2YHBH6rDmGJzl5OPjbfb3lbKnnqLh8oHXNAPxy/VG5nLPEXh+tniMZ/jcyWvxdV52likvPvrEda2L+rl/xcpMqparbdr4xRGRPmBwRnuQYNvfGhnKjYhOCGoFle/p6UeqT1bV6jkpIbHT16EgdmjOEvjqGt6qOthGBBg2x6eLnYkNfGiKyG7yV34YZO5mRPKxm3NMblSluN1/xSiOpUZRhb2EZYzw+pPg6ZDIZagVVkPy8tK9fj8FHfRsiyLWs0RERlT8mR2QwqcNqltzTZIqVeCr76M8EyjohWxdLfcZrVFUfdI7kU+6JyDoxOSKDWXCuI5klrFNY0q38hjyGo6w9YC9GVS7T8UREtojJERlMcs+RRadTupMKU+ZMWrfml1TegDrL0nPkJnfEMslDgUREto/JERnMkofJpDJHz5HkB88aEKO5HndCRGTLmBzZMGP33Jj6wbO2Tt+DZw0pr7MM/w8mIjI6/mklgxny4FkNFpxLWUN/iyFDZtbQDiIia8PkiAxm2XOIpLGECdkl361WcpCGTNomIiJpmBzZManDZCqVtPq3n7kt7YByZI65OkWTyxKH1QzpOWJuRERkdEyObFRungpf/fKX3jL5EsfJbKnnyBRKylOK5qIlr5BtyDmZHRERGRuTIxv1yeE/cej3B3rL5ElNjmwoNyou8ShLT4yut0ffe1ZyYmPIOkclFiEiIomYHNmo5D8ellhGarJjWw+e1Z1VmLKJResuqWeIw2pERObB5MiOSR0ms6HcyCQk5yklJUcGVMEJ2URExsfkyEYZctG0554jUyjp3Sk6Ab6kYTWDHh9SYgkiIpKKyZGNMkWHgi2lRubocCn6/hnnwbNMj4iIjI3JkY0yqOdIYp3ZufmlC8YCmSKnkHq3mlFWyGZuRERkdEyObJQh10yp6xy9mXimdMFYoOISD2MnG/rmdZV4r5pBE7KZHRERGRuTIxtlyEVTas/Rg8zc0gVjgWxlWE2dm9wR21+PkXYQERFpYXJkowy5sNrz/Gpz9LdoTcg2wrCauuWvNELjqj6S4yIiIk1MjmyUQZdVe06OTNB1FBFcQWIMZduvVV5acSIiKgaTIxtlUM+RPWdHJlDBxRljO9Qsdr/WsFoJ9Um9E43zj4iIjIPJkY3iLd76merd8XZz1nitMZIm8W41qfiJExEZB5MjG8U5RyUo9v0xXYpRtKeupM+Ii24SEZkHkyMbZYq71WyJeSZkF41BfxRScyN2FhIRGQeTIxtTeIE07PEh9pseFZ88lt97UtJHJHVOGJMjIiLjYHJkYwrzHYMWgTRpJFRUSescVXBx0iwvteeIs46IiIyCyZGNcuCcI72k9JoFeSrgLnc0wjk1XxdNZg5Oblem+gM9FWU6noiICjiVXISsSWFvhGFzjuw4O5KgaTVfXPz7MZ4+zJJ8rHpCVNKEbF93ucZrQydkrxvUFLcfPUPdSl6S4yMiIm021XMUGhoKmUym8bNw4UKNMufOnUOrVq3g4uKCkJAQLF682EzRmpY9LwJp2BpPhjNaEinxVn5DO7fa1w7CwOjQ0sVERERabK7naM6cORg+fLj4ukKFf1ctzsjIQOfOndGxY0esXr0a58+fx5AhQ+Dt7Y0RI0aYI1zTMcH0k6iq3jhzM934FRuZDAYkP8UWMOWt/NLOZKO5KxGRxbO55KhChQoIDg7WuW/Tpk3Izc3FunXrIJfLUbduXaSkpGDZsmU2kxwVXnANultNQr2fHPqzVPGYg4NMZvQ1gkyRqJR4t5o9TwojIjIjmxpWA4CFCxfCz88PUVFRWLJkCfLy8sR9ycnJaN26NeTyf+d2xMbG4sqVK3j06JE5wjW6wsupQXerSbj2vrfzslX0GgGleCaZWvmqvm46yxgjT9GakF3SsFrZT0lERKVgUz1Hb775Jho3bgxfX18cPXoU06ZNw507d7Bs2TIAQGpqKsLCwjSOCQoKEvf5+Gg/0TwnJwc5OTni64yMDACAUqmEUqk0avyF9ZW13oLjS7605iqVUCrLfheWNSquZ6lmgCuWxddHgIcCA9efLCirEkrsxSn8zPLz8zW2C4Kq2H0lfc5ymWD071hRpqzfWN9na2Fv7QXsr81sr3WT0g6LT46mTp2KRYsW6S1z+fJl1K5dGxMmTBC3NWjQAHK5HK+99hoWLFgAhaJ0tzkvWLAAs2fP1tq+Z88euLnp7mUoq6SkpFIc9c9HKQjYtWsXbv3lgJI6Bvft2wcfhdqxFshPIeBhjrSuIEGlQkl9Z5lPn/5bRhDE33ft2gVHAGkACt+X1Dt3kJUl01vnrl27AACX7sgA/JtwPnj4UNx37YbmZ1K4XdO/n8Ufpw/hD72tKK2Cc+Tl5RUTg3GV7vtsveytvYD9tZnttU5ZWYbfcWy5V8V/TJw4EYMGDdJbpnr16jq3N2/eHHl5ebh+/ToiIiIQHByMu3fvapQpfF3cPKVp06ZpJF0ZGRkICQlB586d4enpKaElJVMqlUhKSkKnTp3g7Oxc8gFqxibvAVAwVNO1a1cc/eYSku/d0ntMu3btUMnbVTzWErm5ueFhzrNi99cMdMfv955qbHN0dERenkpvve5u7niQXfA/ikwmE4e8unbtKpYpfF+CK1bEw78z9MZReNz95BvYfv2KuN3Pzw9duz4HADj3w6/A3zcBAK1r+qFr1yZa9ah/FuqxGFPhOZycnNC1a6xJzgGU7ftsjeytvYD9tZnttW6FIz+GsPjkKCAgAAEBAaU6NiUlBQ4ODggMDAQAREdHY/r06VAqleIHnZSUhIiICJ1DagCgUCh09jo5Ozub7MtS1rqdnZ3h6FjydDJHJyeL/8KXNC/HkPWcdB+ne7uu98PBQVbiJK7C4xwdNYcpZTKZuE/moPaZyBxKfO/L47Mpr3NY+vfMmOytvYD9tZnttU5S2mAzE7KTk5OxYsUKnD17Fn/++Sc2bdqE8ePHY8CAAWLi069fP8jlcgwdOhQXL17EV199hZUrV2r0DFm7wmTBnh8kYex1jsqibUTgv+e0sLvPLCwcIiKLYfE9R4ZSKBRITEzEu+++i5ycHISFhWH8+PEaiY+Xlxf27NmD0aNHo0mTJvD398fMmTNt5jZ+4N8LsEEJgh1fHNXbLpPJ9L4Z1fzcce7WY8nnWNmnEbrWr1jM+e34zScisnA2kxw1btwYx44dK7FcgwYNcOjQoXKIyLwMWeeI9PtqxPP44UIq3mgfju/O/m3QMerv+guNKpsmMCIiMimbSY6ogJRhNUvvvGhV0x83SvE8M0OeTm/II0GaV/dD8+p+BeUNfK/0FbP095uIiArYzJwj0mTPD541pF3mSFTUT2nORGlCp1oAgAUv1jdfEEREFow9RzaKc44MZ28DkG92qImEmFB4uVr/3SdERKbAniMbZexnq1HZqU/CNnevHRMjIqLiMTmyUYbNObL+9EhKE1ycHTC9ax2sH/ycWXrNVGrntIG3nojIZnFYzUbZws1qhsybktJOQQCGt9ZeTd2wIUhmM0RE9oI9Rzam8DpvL8Nquu5MM+RuNWOo7O0KRwcZhrX892HG+s5sKROyiYhIP/Yc2So7mZAtqedI/XcjNL5GoAcOTG4LZ7VHteit1RbecCIiO8CeIxtl2CKQvFgDhq6LpOs4aCRGUph7QjYRERWPyZGNMiQ1ylNZ/wVa17ykYhOPMjQ3xNdNx7ml1cFhNSIi68DkyEYZ0nMUt+IQJm89Ww7RmE5pZxdp5CYGVLL8lUaIqxuMrSOjSx2PekLE3IiIyHJxzpEN2H76ltY2Q3s1tp7SPtaaSJtzpLbOkMTspLK3K1YPbGLAOQw7PxERWS72HNmACVu0e39s4E5+g+hKjoqbQ1RcQlRe75XG+ZknERFZLCZHNkZMFmxhoSMD6EqEujWoaIZICuh715tU8xF/Zy8SEZHlYnJkYwp7JxzsIzfSmQPOeaGuzrKaHTfln5x0rx9c7uckIiLpmBzZqPJaCNGUDGmBrjJu8pKn0qkPcRmzk01fyuWglrHybjUiIsvF5MjGFF7o7aXnSEpmw0eAEBGRIZgc2Sg7mXIkqX9sfq/6Jj+3ofEwTSMisly8ld9GGfLQVltgaDNPvN0BgZ4u4mv15MQcQ5DsxSIislzsObIxhRd6O8mNDE5rvN3kGq+ZmxARUXGYHNmYwruwDHu2mvWz1h6yoskaERFZDg6r2SjrTBmkM7Sd2jmUoGef6QyplY9zOX6Y27Ne+Z2UiIgkYXJkY2zhFn4pDE1sihYz1bBaSdU29BMwrWszODs7myYAIiIqMw6r2SgrHW3Cf9RWtzakDfaWDBIRkekxObJR1po0yB0lfiUN7Tkqp2zROt91IiJSx+TI1vxzdbbWniOpDJ5zVOS1oGefwefW8SZ7uXG4jIjI2nHOka2xs1vUS5sEGmOdIV2n7t6gEg5euY/m1f3KXD8REZkHkyOyKFJTFkOHD8urJ83J0QEr+kSVz8mIiMgkOKxma8RhNTsZVzNQ0fdD0LOPiIjsG5MjG2Wtl3upcTOvISIiY2NyRBZF6rBaNT/30p3HCHOzQnzdyl4JERFZHCZHZJUSRzyPV5qGYGqX2mWuS2rn0+ZhzdHnuRBM6FyrzOcmIiLLwwnZNsrWh5uer+6H5w28I6xXVGWtbWW5Wy0m3B8x4f6lPp6IiCwbkyMbZa25kXrSYow2vB/fEC83qWKEmoiIyF5wWM3GFCYUvANLP41+I75VRESkhskR2bQgT4XuHWrZEXMjIiJSx2E1G2XvHUcfv9oUv97JQEsD5gb5usuRkZ1XDlEZroIL/9ckIjIX9hzZKDvPjdApMghvdKhp0PDi2lebIqqqNz4b0qwcItNvy2vRaBTijc3Dnjd3KEREdov/PCWLVVxio+vuM6nU5xzVCqqAr19vUeY6jaFZmC92jLaMWIiI7BV7jsjqjOtYs8x1GOPBs0REZJuYHNkYmazoL9bFkJTF0IfN6tPin7lIwZ4uZa6LiIhsC4fVbJR1pkblZ/HLDdDw+E280KiSuUMhIiILw+TIRllpx5FBjNE2bzc5RrcLL3tFRERkczisRmbj5crcnIiILA+TIxtljHk5phRQQYETU9uV6lh9PUcuzvxKExFR2fBKYqMEg6Y2m5eDQ+kSuOJu8a/s7YpfpncsS0hERERMjsiyCAY81qO47SG+rqjg4mzskIiIyM4wObIxlj6cVqgsywzZ8mRzIiIyPyZHNsYahtPKyloSQCIisk5Mjsii2H5qR0RElo7JkY2xh14VDqsREZEpWU1yNG/ePMTExMDNzQ3e3t46y9y8eRPdunWDm5sbAgMDMXnyZOTl5WmUOXDgABo3bgyFQoHw8HBs2LDB9METERGR1ShVcpSXl4effvoJa9aswZMnTwAAf//9NzIzM40anLrc3FzEx8dj1KhROvfn5+ejW7duyM3NxdGjR7Fx40Zs2LABM2fOFMtcu3YN3bp1Q7t27ZCSkoJx48Zh2LBh+PHHH00WN0nDTiEiIjI3yUsU37hxA3Fxcbh58yZycnLQqVMnVKhQAYsWLUJOTg5Wr15tijgxe/ZsACi2p2fPnj24dOkSfvrpJwQFBaFRo0aYO3cupkyZgnfffRdyuRyrV69GWFgYli5dCgCoU6cODh8+jOXLlyM2NtYkcZc3axtyerNuHvY98sWFvzMAcM4RERGZn+TkaOzYsWjatCnOnj0LPz8/cXuvXr0wfPhwowYnRXJyMurXr4+goCBxW2xsLEaNGoWLFy8iKioKycnJ6NhRc5HA2NhYjBs3rth6c3JykJOTI77OyCi4iCuVSiiVSqO2obC+stQrCAKUSiXy8vKNFZZJFMZZwxMY+VITRM7ZDwBQqVRiGZWggqDjnv9cpRJKpWOxdVoqY3y+1oTttX321ma217pJaYfk5OjQoUM4evQo5HK5xvbQ0FDcvn1banVGk5qaqpEYARBfp6am6i2TkZGBZ8+ewdXVVaveBQsWiL1W6vbs2QM3Nzdjha8hKSlJ4hH/foz5+fnYtWsXLqTKAGgnEJYiJzdHbGfBfwvacOfvv1E42nvv3j1kZclQdLBt39598Faobyk49uHDh9i1a5dpAzcC6Z+vdWN7bZ+9tZnttU5ZWVkGl5WcHKlUKuTna/dK3Lp1CxUqVJBU19SpU7Fo0SK9ZS5fvozatWtLqteYpk2bhgkTJoivMzIyEBISgs6dO8PT09Oo51IqlUhKSkKnTp3g7Gz4Ss9jk/eIvzs5OaFr11ikn/gLW69dNmp8xqSQK9CpUwuxvUgu6DmqWLES8LAgmQ0KDELGvUw8zHmmcWy79u1R0ctFfF3Yfj8/P3Tt+lw5tUC60n6+1orttX321ma217oVjvwYQnJy1LlzZ6xYsQJr164FUPCcq8zMTMyaNQtdu3aVVNfEiRMxaNAgvWWqV69uUF3BwcE4ceKExra7d++K+wr/W7hNvYynp6fOXiMAUCgUUCgUWtudnZ1N9mUpa93Ozs5wdLTcXiOgYG5UYRvV2ypTe96ag4NM53PUnJ2ddL4/MpnMKv4HNuV3xxKxvbbP3trM9lonKW2QnBwtXboUsbGxiIyMRHZ2Nvr164fff/8d/v7++PLLLyXVFRAQgICAAKkh6BQdHY158+bh3r17CAwMBFDQFejp6YnIyEixTNFhl6SkJERHRxslBiIiIrJ+kpOjKlWq4OzZs0hMTMS5c+eQmZmJoUOHon///sX2vhjDzZs3kZaWhps3byI/Px8pKSkAgPDwcHh4eKBz586IjIzEwIEDsXjxYqSmpuKdd97B6NGjxZ6fkSNH4sMPP8Rbb72FIUOGYN++fdiyZQt27txpsripbJa/0ggvrTpq7jCIiMiOSE6OgIJ5LQMGDDB2LHrNnDkTGzduFF9HRUUBAPbv34+2bdvC0dER33//PUaNGoXo6Gi4u7sjISEBc+bMEY8JCwvDzp07MX78eKxcuRJVqlTBJ598YjO38duiJtV8tLaV5aG1REREJTEoOfr2228NrrBHjx6lDkafDRs2lLiadbVq1Uq8W6lt27Y4c+aMESOj0mCCQ0RElsqg5Khnz54ar2Uymdb6M4UTZ3XdyUblp3D6srXmHobE7exoNU+9ISIiK2TQVUalUok/e/bsQaNGjfDDDz8gPT0d6enp+OGHH9C4cWPs3r3b1PGSnXuzQ00EVNC+e5CIiMhYJM85GjduHFavXo2WLVuK22JjY+Hm5oYRI0bg8mXLXVvHXnz885+Yt8s2P4cJnWqZOwQiIrJxkscn/vjjD3h7e2tt9/LywvXr140QEpWVVSdG1joeSERENkNycvTcc89hwoQJGosp3r17F5MnT0azZs2MGhzZOyt7ii4REdkEycnRunXrcOfOHVStWhXh4eEIDw9H1apVcfv2bXz66aemiJHsCfMhIiIyM8lzjsLDw3Hu3DkkJSXh119/BQDUqVMHHTt21PmoBypf1vIZcPSMiIgsVakWgZTJZOjcuTM6d+5s7HjI3jFrIiIiMyvVgjEHDx5E9+7dxWG1Hj164NChQ8aOjUohMyfP3CEQERFZNcnJ0RdffIGOHTvCzc0Nb775Jt588024uLigQ4cO2Lx5syliJCIiIio3kofV5s2bh8WLF2P8+PHitjfffBPLli3D3Llz0a9fP6MGSPZF4LgaERGZmeSeoz///BPdu3fX2t6jRw9cu3bNKEERERERmYvk5CgkJAR79+7V2v7TTz8hJCTEKEERERERmYvkYbWJEyfizTffREpKCmJiYgAAR44cwYYNG7By5UqjB0i2qeiDi4mIiCyF5ORo1KhRCA4OxtKlS7FlyxYABescffXVV3jhhReMHiDZh/BAD1y9l4kXGlXGrvOpAAArWbKJiIhsTKnWOerVqxd69epl7FjIjn07pgWuPXiKyIqe5g6FiIjsnOQ5R3/99Rdu3bolvj5x4gTGjRuHtWvXGjUwsi9ucifUreRlNSt8ExGR7ZKcHPXr1w/79+8HAKSmpqJjx444ceIEpk+fjjlz5hg9QLINPRtVMncIREREBpGcHF24cAHNmjUDAGzZsgX169fH0aNHsWnTJmzYsMHY8ZENmN2jLgI9XTS2SZmO/fnQZgiooMD6Qc8ZNzAiIiIdJM85UiqVUCgUAApu3+/RowcAoHbt2rhz545xoyObUNaRslY1A3Di7Q4cciMionIhueeobt26WL16NQ4dOoSkpCTExcUBAP7++2/4+fkZPUAiAEyMiIio3EhOjhYtWoQ1a9agbdu26Nu3Lxo2bAgA+Pbbb8XhNiIiIiJrJXlYrW3btnjw4AEyMjLg4+Mjbh8xYgTc3NyMGhzZNze5o7lDICIiOyS55wgAHB0dNRIjAAgNDUVgYKBRgiL7tuDF+qhT0RPTutQxdyhERGSHDOo5aty4Mfbu3QsfHx9ERUXpnf9x+vRpowVHtqN30xCs/flPg8r2bVYVfZtVNXFEREREuhmUHL3wwgviHWo9e/Y0ZTxko8IDPXB2Vmc0nL0HAMBHqxERkaUyKDmaNWuWzt+JpPBydTZ3CERERCUq1bPVAODkyZO4fPkyACAyMhJNmjQxWlBERERE5iI5Obp16xb69u2LI0eOwNvbGwCQnp6OmJgYJCYmokqVKsaOkYiIiKjcSL5bbdiwYVAqlbh8+TLS0tKQlpaGy5cvQ6VSYdiwYaaIkYiIiKjcSO45OnjwII4ePYqIiAhxW0REBD744AO0atXKqMGRfl+fuYVQP3dzh1Eirm1NRETWRHJyFBISAqVSqbU9Pz8flSrxyevl5dSNNIz/6qy5wyAiIrI5kofVlixZgjfeeAMnT54Ut508eRJjx47F+++/b9TgqHh/3H9q7hDKROC9/EREZKEk9xwNGjQIWVlZaN68OZycCg7Py8uDk5MThgwZgiFDhohl09LSjBcpWS2mQUREZE0kJ0crVqwwQRgkGTMOIiIik5CcHCUkJJgiDrJhnJBNRETWpFQPnv3jjz/wzjvvoG/fvrh37x4A4IcffsDFixeNGhzpwYyDiIjIJCQnRwcPHkT9+vVx/PhxbN++HZmZmQCAs2fP8tEidkLPc4eJiIisnuTkaOrUqXjvvfeQlJQEuVwubm/fvj2OHTtm1OBIDzPOOXJysMzsSOHkaO4QiIjIBkhOjs6fP49evXppbQ8MDMSDBw+MEhRZNkcjJEfGzO0Wv9QA4YEemPtCPSPWSkRE9kryhGxvb2/cuXMHYWFhGtvPnDmDypUrGy0wKoEZO2+cHBwAqMwXQBG9nwtB7+dCzB0GERHZCMk9R3369MGUKVOQmpoKmUwGlUqFI0eOYNKkSXj11VdNESPpYsZhNQsdVSMiIjIKycnR/PnzUbt2bYSEhCAzMxORkZFo3bo1YmJi8M4775giRiIiIqJyI3lYTS6X4+OPP8bMmTNx/vx5ZGZmIioqCjVr1jRFfFQc9t4QERGZhOTkqFBISAhCQjjPg4iIiGxLqRaBJAtgxjlHfHIJERHZMiZHZHq6Vo1khkVERBaKyZG1sqY5RwIzISIish6SkqO8vDzMmTMHt27dMlU8ZCjmG0RERCYhKTlycnLCkiVLkJeXZ6p4yMLF1PBjYkZERDZN8rBa+/btcfDgQVPEQlagf/NqzI2IiMimSU6OunTpgqlTp2LSpEn48ssv8e2332r8mMq8efMQExMDNzc3eHt76ywjk8m0fhITEzXKHDhwAI0bN4ZCoUB4eDg2bNhgsphNykxzjkq1OrauCdlEREQWSvI6R6+//joAYNmyZVr7ZDIZ8vPzyx6VDrm5uYiPj0d0dDQ+/fTTYsutX78ecXFx4mv1ROratWvo1q0bRo4ciU2bNmHv3r0YNmwYKlasiNjYWJPEbTJm6r5hnkNERLZOcnKkUpnngaOzZ88GgBJ7ery9vREcHKxz3+rVqxEWFoalS5cCAOrUqYPDhw9j+fLl1pccmY0MghHuPuPQHBERWapSr5ANANnZ2XBxcTFWLEYxevRoDBs2DNWrV8fIkSMxePBgyP7p7khOTkbHjh01ysfGxmLcuHHF1peTk4OcnBzxdUZGBgBAqVRCqVQaNfbC+gypN89EPXQlUZXivDJBpdUmAYKk9toCtte22Vt7AftrM9tr3aS0Q3JylJ+fj/nz52P16tW4e/cufvvtN1SvXh0zZsxAaGgohg4dKrVKo5kzZw7at28PNzc37NmzB6+//joyMzPx5ptvAgBSU1MRFBSkcUxQUBAyMjLw7NkzuLq6atW5YMECsddK3Z49e+Dm5maSdiQlJZVY5vw9GQBHk5xfn9OnTyEvzwGGTHqq6CbAUQYo7pzDrl3n/tla8JXLy8sT22lIe20J22vb7K29gP21me21TllZWQaXlZwczZs3Dxs3bsTixYsxfPhwcXu9evWwYsUKScnR1KlTsWjRIr1lLl++jNq1axtU34wZM8Tfo6Ki8PTpUyxZskRMjkpj2rRpmDBhgvg6IyMDISEh6Ny5Mzw9PUtdry5KpRJJSUno1KkTnJ2d9ZZ9euo2vvzjolHPb4imTZtg87XzQG7JPUjvvdwErWv6a2wbm7wHQMGyEJ06tTe4vbZAyudrC9he22dvbWZ7rVvhyI8hJCdHn332GdauXYsOHTpg5MiR4vaGDRvi119/lVTXxIkTMWjQIL1lqlevLjVEUfPmzTF37lzk5ORAoVAgODgYd+/e1Shz9+5deHp66uw1AgCFQgGFQqG13dnZ2WRfFkPqdnIs/14jAHB2Mvwr4+TkVGw78vIFcZ8p30tLxPbaNntrL2B/bWZ7rZOUNkhOjm7fvo3w8HCt7SqV9rySkgQEBCAgIEBqCAZLSUmBj4+PmNxER0dj165dGmWSkpIQHR1tshhsjZS71fQVzckzz8R+IiKikkhOjiIjI3Ho0CFUq1ZNY/v//vc/REVFGS2wom7evIm0tDTcvHkT+fn5SElJAQCEh4fDw8MD3333He7evYvnn38eLi4uSEpKwvz58zFp0iSxjpEjR+LDDz/EW2+9hSFDhmDfvn3YsmULdu7cabK4bY3Mqh7qRkREJJ3k5GjmzJlISEjA7du3oVKpsH37dly5cgWfffYZvv/+e1PEKJ5348aN4uvCRGz//v1o27YtnJ2d8dFHH2H8+PEQBAHh4eFYtmyZxryosLAw7Ny5E+PHj8fKlStRpUoVfPLJJ7yNXwqZ4c+R1dXL5OggQ76KN/ITEZHlkpwcvfDCC/juu+8wZ84cuLu7Y+bMmWjcuDG+++47dOrUyRQxAihY30jfGkdxcXEaiz8Wp23btjhz5owRI7MvDhLG1XT1Mn3UrzFGfnEK73aPNGZYRERERlOqdY5atWplM7f2kTRlHVSLqxeMy3Pi4Cp3tJm1M4iIyLaUehHIkydP4vLlywAK5iE1adLEaEGR5ZLJChZwNLSsLq5y89xpR0REZAjJydGtW7fQt29fHDlyRHxuWXp6OmJiYpCYmIgqVaoYO0ayIFImZHPqNhERWSMHqQcMGzYMSqUSly9fRlpaGtLS0nD58mWoVCoMGzbMFDGSBeGDZ4mIyNZJ7jk6ePAgjh49ioiICHFbREQEPvjgA7Rq1cqowZFu9zKy8da2cyUXNAGZhLvV2HVERETWSHLPUUhIiM6JtPn5+ahUqZJRgiL9ZnxzwWznljasxuyIiIisj+TkaMmSJXjjjTdw8uRJcdvJkycxduxYvP/++0YNjnRLzcgx27k5rEZERLZO8rDaoEGDkJWVhebNm8PJ6d8nrDs5OWHIkCEYMmSIWDYtLc14kZJFkAEG3qvGRIqIiKyT5ORoxYoVJgiDpDBnziFjxkNERDZOcnKUkJBgijjISjgY6cGzRERElkrynCOybzIp42pERERWiMkRScT+ICIism1MjkgSKVOOOD+JiIisEZMjkqRgVK1sz1YjIiKyZEyOSBIHZjxERGTjJN+t9vTpUyxcuBB79+7FvXv3oFKpNPb/+eefRguOLI+kYTXThUFERGQykpOjYcOG4eDBgxg4cCAqVqzIeSV2RgaZwc9W41eDiIiskeTk6IcffsDOnTvRokULU8RDBjBn0sGEh4iIbJ3kOUc+Pj7w9fU1RSxkc5hJERGR9ZGcHM2dOxczZ85EVlaWKeIhC+cgk/HZakREZNMkD6stXboUf/zxB4KCghAaGgpnZ2eN/adPnzZacGQ+CdHVsDH5htZ2JjxERGTrJCdHPXv2NEEYZEm2vx6DfJVQ5uSIeRQREVkjSclRXl4eZDIZhgwZgipVqpgqJiqBqZMOJwcZ8vJ1D57JJJyddzISEZE1kjTnyMnJCUuWLEFeXp6p4iELJ5MBgqH38hMREVkhyROy27dvj4MHD5oiFrIQ+nqHHGQwfEK2ccIhIiIqV5LnHHXp0gVTp07F+fPn0aRJE7i7u2vs79Gjh9GCI/MpvndIyrCacWIhIiIqT5KTo9dffx0AsGzZMq19MpkM+fn5ZY+KzEpfUsOEh4iIbJ3k5Kjos9So/JlzorMMMPzxIRxYIyIiKyR5zhHZh2IH1dh1RERENk5yz9GcOXP07p85c2apgyHL4eyoOwlyYG5EREQ2TnJy9PXXX2u8ViqVuHbtGpycnFCjRg0mRzZAJgOiQnzQplYA7mZk49fUJ//u44RsIiKycZKTozNnzmhty8jIwKBBg9CrVy+jBEXm5+Agw8YhzXDiWhp6r0kWt0tJeMIDPUwQGRERkWkZZc6Rp6cnZs+ejRkzZhijOjKzsk6kHtYyDJfnxMHF2dFIEREREZUfo03Ifvz4MR4/fmys6kiP8hytKtpT5GDApCNHRxlc5UyMiIjIOkkeVvvvf/+r8VoQBNy5cweff/45unTpYrTAyHz0rnNkSAV8uggREVkxycnR8uXLNV47ODggICAACQkJmDZtmtECI8tkyJwj5kZERGTNJCdH165dM0UcZEH09xzxFjQiIrJtkuccDRkyBE+ePNHa/vTpUwwZMsQoQZF5qSdARVMhg3qODF1Cm4iIyAJJTo42btyIZ8+eaW1/9uwZPvvsM6MERZaLaxcREZGtM3hYLSMjA4IgQBAEPHnyBC4uLuK+/Px87Nq1C4GBgSYJkspXWYfV2HFERETWzODkyNvbGzKZDDKZDLVq1dLaL5PJMHv2bKMGR+ZXNFFizxEREdk6g5Oj/fv3QxAEtG/fHtu2bYOvr6+4Ty6Xo1q1aqhUqZJJgiRNpk5Q9FVvyKnZcURERNbM4OSoTZs2AAruVqtatSqfzm4mP/92H79cf2S288tkMkyOjcCSH6+gYYg3zv6VrlWGw2pERGTNJE/IrlatGg4fPowBAwYgJiYGt2/fBgB8/vnnOHz4sNEDJE2vrjth8nPoy3sdZMDrbWvgwKS2mNGtjsljISIiKm+Sk6Nt27YhNjYWrq6uOH36NHJycgAUPD5k/vz5Rg+QzE1W5FXBvLNQf/dikyiBA2tERGTFJCdH7733HlavXo2PP/4Yzs7O4vYWLVrg9OnTRg2OzKWszw8hIiKyXpKToytXrqB169Za2728vJCenm6MmMiCGbYIpOnjICIiMhXJyVFwcDCuXr2qtf3w4cOoXr26UYIi81JPgLRu5S/fUIiIiMqd5ORo+PDhGDt2LI4fPw6ZTIa///4bmzZtwqRJkzBq1ChTxEgWxIF3KRIRkY2T/ODZqVOnQqVSoUOHDsjKykLr1q2hUCgwadIkvPHGG6aIkUygVU1/HPr9gc59etc54rPViIjIxknuOZLJZJg+fTrS0tJw4cIFHDt2DPfv38fcuXN1PnPNGK5fv46hQ4ciLCwMrq6uqFGjBmbNmoXc3FyNcufOnUOrVq3g4uKCkJAQLF68WKuurVu3onbt2nBxcUH9+vWxa9cuk8Rs6RROjqU6zpDHhxAREVkzyclRIblcjsjISDRr1gzOzs5YtmwZwsLCjBmb6Ndff4VKpcKaNWtw8eJFLF++HKtXr8bbb78tlsnIyEDnzp1RrVo1nDp1CkuWLMG7776LtWvXimWOHj2Kvn37YujQoThz5gx69uyJnj174sKFCyaJ21qpL/BZNBXS7DnSnSix34iIiKyZwcNqOTk5ePfdd5GUlAS5XI633noLPXv2xPr16zF9+nQ4Ojpi/PjxJgkyLi4OcXFx4uvq1avjypUrWLVqFd5//30AwKZNm5Cbm4t169ZBLpejbt26SElJwbJlyzBixAgAwMqVKxEXF4fJkycDAObOnYukpCR8+OGHWL16tUlit1zFpzDsGyIiIntmcM/RzJkzsWrVKoSGhuL69euIj4/HiBEjsHz5cixbtgzXr1/HlClTTBmrhsePH2s83y05ORmtW7eGXC4Xt8XGxuLKlSt49OiRWKZjx44a9cTGxiI5Obl8gpYoW5mPz4/dwK1HWUavu7TTggyZkM0pR0REZM0M7jnaunUrPvvsM/To0QMXLlxAgwYNkJeXh7Nnz5b7c9auXr2KDz74QOw1AoDU1FStYb2goCBxn4+PD1JTU8Vt6mVSU1OLPVdOTo64CjhQMHwHAEqlEkqlssxtUVdYX+F/l+y+gk+P3IC7whEp73Qw6rlUgqrYfXn5eWIMeXl5mvvylJAJBTl1fpF9hWoFuhv03hRtr61je22bvbUXsL82s73WTUo7DE6Obt26hSZNmgAA6tWrB4VCgfHjx5cpMZo6dSoWLVqkt8zly5dRu3Zt8fXt27cRFxeH+Ph4DB8+vNTnNtSCBQswe/Zsre179uyBm5ubSc6ZlJQEANh11hGADE9z8tUmjku+wVCnu3fvobiOw4MHDsDfpeD3G080z7l79244/vORXyuyr5DHvXPYteucwbEUttdesL22zd7aC9hfm9le65SVZfgojMFX2vz8fI0hKycnJ3h4eEiLrIiJEydi0KBBesuoLyz5999/o127doiJidGYaA0ULE559+5djW2Fr4ODg/WWKdyvy7Rp0zBhwgTxdUZGBkJCQtC5c2d4enrqjV0qpVKJpKQkdOrUCc7Ozvjoj6O4k5UJAOjatSsAYGzyHqOcKyAwEEjXfSt/27ZtUdW3IPE7e+sxll04Lu7r2qULHB0KsqMzN9Ox4oL2g3D/062rQTEUba+tY3ttm721F7C/NrO91q1w5McQBidHgiBg0KBBUCgUAIDs7GyMHDkS7u7uGuW2b99u8MkDAgIQEBBgUNnbt2+jXbt2aNKkCdavXw8HB81ej+joaEyfPh1KpVL8EJOSkhAREQEfHx+xzN69ezFu3DjxuKSkJERHRxd7XoVCIbZZnbOzs8m+LGLdMs1txqSvx8/Z6d+2OTlpfkXkzs5w+Cc5cnTS/fWRGqsp30tLxPbaNntrL2B/bWZ7rZOUNhicHCUkJGi8HjBggOERldHt27fRtm1bVKtWDe+//z7u378v7ivs9enXrx9mz56NoUOHYsqUKbhw4QJWrlyJ5cuXi2XHjh2LNm3aYOnSpejWrRsSExNx8uRJrV4oS1F0YnPKX+nlcl6Nx4fo2UdERGSLDE6O1q9fb8o49EpKSsLVq1dx9epVVKlSRWNf4WrMXl5e2LNnD0aPHo0mTZrA398fM2fOFG/jB4CYmBhs3rwZ77zzDt5++23UrFkTO3bsQL169cq1PYZSz42uP3iKnh8dMVsshcp78j0REVF5M87sXhMbNGhQiXOTAKBBgwY4dOiQ3jLx8fGIj483UmSmpVLrOmr7/gGj1s3b7YmIiHQr9QrZVA5MmMAwNyIiItKNyZEFM1cCozHnSM8oGkfYiIjIFjE5smCmfLq9KesmIiKyZkyOLJj5eo7YJURERPaLyZEFM2XnDjuOiIiIdGNyRFpkGr//+2rg89XKPxgiIqJyxuTIggkWdk/ZC40qmTsEIiIik2NyZMFMOqymJ/EydMoRZyYREZEtYnJkwcw1L0h9KI1zs4mIyN4wObJTnJBNRESkG5MjC6Yy6TpHxe8rrreo6HbmV0REZIuYHFkwc805IiIismdMjiyYuRIYQ6cZcToSERHZIiZHFozzgoiIiMofkyMLZsrcSG/iVWyXEPuKiIjI9jE5smCmnXNEREREujA5smjmmnPEdY6IiMh+MTmyYCadc8SuIyIiIp2YHNmp0jw+pOh2mY6CPRry+WtERGTdnMwdABXPbBOy1cgkTMI+8XYHBFRQlDIiIiIiy8DkyIKZcoVsfUo7zSjQ08WocRAREZkDh9UsGNc5IiIiKn9MjiyYYMpnq+nZp2suEcBVjoiIyD4wObJgpp1zpGdCtvrvzIiIiMjOMDmyZBY+rMa8iYiIbBGTIwtmrmWODO0tsvDcjYiIqFSYHFkwk845KkXVxc1FIiIisiVMjiyY2XqO+PgQIiKyY0yOLBhv5SciIip/TI4smL5HfJiUgb1F7FQiIiJbxOTIgpn2wbOGVa4xxGaqWIiIiCwIkyMLZq5RNc4zIiIie8bkyJKZMDvidCYiIiLdmBxZMFPOOdI3qlaajqO1A5uUOhYiIiJLwuTIgplyzpGhiZf6EJu+4bbOdYPLGBEREZFlYHJkwcw358iwviPOTSIiIlvE5MiCmXKFbHVVfd0Q5u9eLuciIiKydEyOLFh53snfsU6g+Lt6hxA7h4iIyN4wObJgJp1zpG9CdjEZkYypEhER2QEmRwQBAh9VQkRE9A8mR3bK0AfPEhER2RsmR3ZKfbK3vmSId6QREZG9YXJEWoqdc8REiYiI7ACTIyqYc2TuIIiIiCwEkyMiIiIiNUyO7JT63Wn6J2BzLI2IiOwLkyM7pW8gzdC5RbyrjYiIbBGTIyr1jCNXuaORIyEiIjI/J3MHQOahd4VstR4hfb1I4YEeGN4qDH4eCiNGRkREZF5MjuyUem4kg6zUK2RP7xZplHiIiIgsBYfV7JT6IpBFh9W4zhEREdkzq0iOrl+/jqFDhyIsLAyurq6oUaMGZs2ahdzcXI0yMplM6+fYsWMadW3duhW1a9eGi4sL6tevj127dpV3c4iIiMiCWcWw2q+//gqVSoU1a9YgPDwcFy5cwPDhw/H06VO8//77GmV/+ukn1K1bV3zt5+cn/n706FH07dsXCxYswH/+8x9s3rwZPXv2xOnTp1GvXr1ya4+lkxXzOxERkT2wiuQoLi4OcXFx4uvq1avjypUrWLVqlVZy5Ofnh+DgYJ31rFy5EnFxcZg8eTIAYO7cuUhKSsKHH36I1atXm64BFkhrzhHXyCYiIgJgJcmRLo8fP4avr6/W9h49eiA7Oxu1atXCW2+9hR49eoj7kpOTMWHCBI3ysbGx2LFjR7HnycnJQU5Ojvg6IyMDAKBUKqFUKsvYCk2F9Rm7Xp3U5hypBAEqlUp8nZeXB0ElE38vlJ+Xb9TYyrW9FoDttW321l7A/trM9lo3Ke2wyuTo6tWr+OCDDzR6jTw8PLB06VK0aNECDg4O2LZtG3r27IkdO3aICVJqaiqCgoI06goKCkJqamqx51qwYAFmz56ttX3Pnj1wc3MzUos0JSUl/fOb6T6ezMynKBw0e5aVhevXrqNwCtoPP/wAh3/G0+49+zeOw4cP4Zq78WP5t732ge21bfbWXsD+2sz2WqesrCyDy5o1OZo6dSoWLVqkt8zly5dRu3Zt8fXt27cRFxeH+Ph4DB8+XNzu7++v0Sv03HPP4e+//8aSJUs0eo+kmjZtmka9GRkZCAkJQefOneHp6VnqenVRKpVISkpCp06d4OzsjLHJe4xavzo3d3cgu+CL4urmhmqhAUDqTQBA1y5d4PBPdnT94VPMSzkCAGjZshXqVKxgtBiKttfWsb22zd7aC9hfm9le61Y48mMIsyZHEydOxKBBg/SWqV69uvj733//jXbt2iEmJgZr164tsf7mzZtrZLzBwcG4e/euRpm7d+8WO0cJABQKBRQK7UUOnZ2dTfZlMWXdujjIZHBw+PfGRbncGbJ/7tt3cvo3DicnJ5PEVd7tNTe217bZW3sB+2sz22udpLTBrMlRQEAAAgICDCp7+/ZttGvXDk2aNMH69es1LubFSUlJQcWKFcXX0dHR2Lt3L8aNGyduS0pKQnR0tOTYLVnjqt44fTPd4PKGTsbmOkdERGQPrGLO0e3bt9G2bVtUq1YN77//Pu7fvy/uK+z12bhxI+RyOaKiogAA27dvx7p16/DJJ5+IZceOHYs2bdpg6dKl6NatGxITE3Hy5EmDeqHsiUwtC2I+RERE9sYqkqOkpCRcvXoVV69eRZUqVTT2qa/0PHfuXNy4cQNOTk6oXbs2vvrqK7z88svi/piYGGzevBnvvPMO3n77bdSsWRM7duywyzWOeOM+ERGRblaRHA0aNKjEuUkJCQlISEgosa74+HjEx8cbKTLLJDNg/Ku0z1IjIiKydVbx+BAyvpgafiUXKoJzjoiIyB4wObJB+nKYqKremN61Dt75T6RhdTEhIiIiO2MVw2pkPFV83DC8dfWSCxIREdkp9hwRERERqWFyZINKMxQmGDBDW8Yb+4mIyA4wOSK9mBAREZG9YXJEREREpIbJkQ0qTW8Plz0iIiIqwOSI9FKfv8Tb+omIyB4wObIzzG+IiIj0Y3Jki/RkQBw+IyIi0o/JEQHgs9aIiIgKMTkig3FIjoiI7AGTIxvEJIaIiKj0mBwRERERqWFyRHrx9n0iIrI3TI5s0J3H2Sapl4kSERHZAyZHNujeE+nJkcCb/ImIiAAwObJJfFgsERFR6TE5skHGHP6ScSyNiIjsDJMjkoCJEhER2T4mRzZIagrD1bGJiIj+5WTuAMj4OBRGROUpLy8P+fn55g7D5JRKJZycnJCdnc32WihnZ2c4OjqWuR4mRwSZrPjeI6ZZRFQcpVIJX19fXLt2zS7+USYIAoKDg/HXX3+xvRZKJpOhSpUq8PDwKFM9TI5sUGm+woaMrFnJ/xtEVA5UKhVu3rwJHx8fVKpUCQqFwmouoKWlUqmQmZkJDw8PODjY/qwUa2uvIAi4f/8+bt26hZo1a5apB4nJkS2S+PeJc46ISKrc3FyoVCoEBATA09PTKi6eZaVSqZCbmwsXFxe210IFBATg+vXrUCqVZUqOrKO1JIkx/+1m4/8QJKIysvXeIrIuxvo+MjkiJkBERERqmBzZIFP9S445FBGRdWrbti3GjRtn7jCsBpMjGyQ1N+KcIyKyJ4MGDYJMJtP6iYuLM3doGsozocnPz8fChQtRu3ZtuLq6wtfXF9HR0fjss8+0yj579gy+vr7w9/dHTk6O1v7Q0FDxPXVzc0P9+vXxySefaJX7+OOP0bBhQ3h4eMDb2xtRUVFYsGCBzvhq164NhUKB1NTUsjfWAJyQTQD03crP/iIisj1xcXFYv369xjaFQmGmaMxv9uzZWLNmDT788EM0bdoUGRkZOHHihM5kZNu2bahbty4EQcCOHTvwyiuvaJWZM2cOhg8fjqysLGzduhXDhw9H5cqV0aVLFwDAunXrMG7cOPz3v/9FmzZtkJOTg3PnzuHChQtadR0+fBjPnj3Dyy+/jI0bN2LKlCnGfwOKYM+RDZKaznDOERHZG4VCgeDgYI0fHx8fAMCBAwcgl8tx6NAhsfzixYsRHByMe/fuASjo1RkzZgzGjBkDLy8v+Pv7Y8aMGRDU/qWZk5ODSZMmoXLlynB3d0fz5s1x4MABjTiOHDmCtm3bws3NDT4+PoiNjcWjR48waNAgHDx4ECtXrhR7Ya5fvw4AuHDhArp06QIPDw8EBQVh4MCBePDggVjn06dP8eqrr8LDwwMVK1bE0qVLS3w/vv32W7z++uuIj49HWFgYGjZsiKFDh+KNN97QKvvpp59iwIABGDBgAD799FOd9VWoUAHBwcGoXr06pkyZAl9fXyQlJWmcr3fv3hg6dCjCw8NRt25d9O3bF/PmzdN5vn79+mHgwIFYt25diW0xBiZHNkjqnCNDh9V4VwoR6SMIArJy88zyIxhxfkDhcNbAgQPx+PFjnDlzBjNmzMDatWsRGBgoltu4cSOcnJxw4sQJrFy5EsuWLdMYPhozZgySk5ORmJiIc+fOIT4+HnFxcfj9998BACkpKejQoQMiIyORnJyMw4cPo3v37sjPz8fKlSsRHR2N4cOH486dO7hz5w5CQkKQnp6O9u3bIyoqCidPnsTu3btx9+5d9O7dWzzv5MmTcfDgQXzzzTfYs2cPDhw4gNOnT+ttc3BwMPbt24f79+/rLffHH38gOTkZvXv3Ru/evXHo0CHcuHGj2PIqlQrbtm3Do0ePIJfLNc537NgxvccCwJMnT7B161YMGDAAnTp1wuPHjzWSVlPhsBoRERnFM2U+Imf+aJZzX5oTCze54Ze077//XmsV5bfffhtvv/02AOC9995DUlISRowYgQsXLiAhIQE9evRARkaGWD4kJATLly+HTCZDREQEzp8/j+XLl2P48OG4efMm1q9fj5s3b6JSpUoAgEmTJmH37t1Yv3495s+fj8WLF6Np06b4v//7P7HOunXrir/L5XK4ubkhODhY3Pbhhx8iKioK8+fPF7etW7cOISEh+O2331CpUiV8+umn+OKLL9ChQwcABUlclSpV9L4fy5Ytw8svv4zg4GDUrVsXMTEx6N69O1q0aKFRbt26dejSpYvYyxYbG4v169fj3Xff1Sg3ZcoUvPPOO8jJyUFeXh58fX0xbNgwcf+sWbPw4osvIjQ0FLVq1UJ0dDS6du2Kl19+WWNNpcTERNSsWVN8X/r06YNPP/0UrVq10tuesmLPkQ0qXf+O7n91sbOIiGxRu3btkJKSovEzcuRIcb9cLsemTZuwbds2ZGdnY/ny5Vp1PP/88xo96tHR0fj999+Rn5+P8+fPIz8/H7Vq1YKHh4f4c/DgQfzxxx8A/u05kuLs2bPYv3+/Rp21a9cGUNCr88cffyA3NxfNmzcXj/H19UVERITeeiMjI3HhwgUcO3YMQ4YMwb179/DCCy/gzTffFMvk5+dj48aNGDBggLhtwIAB2LBhA1QqlUZ9kydPRkpKCvbt24fmzZtj+fLlCA8PF/dXrFgRycnJOH/+PMaOHYu8vDwkJCQgLi5Oo65169ZpnW/r1q148uSJpPdNKvYc2SCpCQ0TICIyBldnR1yaE2u2c0vh7u6ucbHW5ejRowCAtLQ0pKWloXLlygbXn5mZCUdHR5w6dUprpebCHitXV1dJMRfW2717dyxatEhrX8WKFXH16lXJdRZycHDAc889h+eeew7jxo3DZ599hoSEBMyaNQs1atTAjz/+iNu3b2tNwM7Pz8fevXvRqVMncZu/vz/Cw8MRHh6OrVu3on79+mjatCkiIyM1jq1Xrx7q1auH119/HSNHjkSrVq1w8OBBtGvXDpcuXcKxY8dw4sQJjUnY+fn5SExMxPDhw0vd1hLfC5PVTFbD4DlHpg2DiKycTCaDm9zJLD/GnhP5xx9/YPz48fj444/RvHlzJCQkaPWOHD9+XOP1sWPHxGd6RUVFIT8/H/fu3ROThMKfwmGyBg0aYO/evcXGIJfLkZ+fr7GtcePGuHjxIkJDQ7XqdXd3R40aNeDs7KwR26NHj/Dbb79Jfg8KE5mnT58CKJgY3adPH60et8KhruKEhITglVdewbRp0ySfr3Xr1jh79qzG+SZMmKD3fMbAniObZLw/EkyIiMgW5eTkaN2m7uTkBH9/f+Tn52PAgAGIjY3F4MGDERcXh/r162PZsmUYMWKEWP7mzZuYMGECXnvtNZw+fRoffPCBeGdYrVq10L9/f7z66qtYunQpoqKicP/+fezduxcNGjRAt27dMG3aNNSvX1/sNZHL5di/fz/i4+Ph7++P0NBQHD9+HNevX4eHhwd8fX0xevRofPzxx+jbty/eeust+Pr64urVq0hMTMQnn3wCDw8PDB06FJMnT4afnx8CAwMxffr0Ep+N9vLLL6NFixaIiYlBcHAwrl27hmnTpiE8PBy1a9fG/fv38d133+Hbb79FvXr1NI599dVX0atXL6SlpcHX11dn/WPHjkW9evVw8uRJNG3aFKNGjUKlSpXQvn17VKlSBXfu3MF7772HgIAAREdHQ6lU4vPPP8ecOXO0zjds2DAsW7YMFy9e1JijZUzsObJBHCYjItJv9+7dqFixosZPy5YtAQDz5s3DjRs3sGbNGgAFw1Vr167FjBkzcP78ebGOV199Fc+ePUOzZs0wevRojB07ViN5Wr9+PV599VVMnDgRERER6NmzJ3755RdUrVoVQEECtWfPHpw9exbNmjVDdHQ0vvnmGzg5FfRbTJo0CY6OjoiMjERAQIA4ufvIkSPIz89H586dUb9+fYwbNw7e3t5iArRkyRK0atUK3bt3R8eOHdGyZUs0adJE7/sRGxuL7777Dt27d0etWrWQkJCAiIgIbNu2DU5OTvjss8/g7u6uc45Uhw4d4Orqii+++KLY+iMjI9G5c2fMnDkTANCxY0ccO3YM8fHxqFWrFl566SW4uLhg79698PPzw7fffouHDx+iV69eWnXVqVMHderUMWnvkUww5v2PdiAjIwNeXl54/PgxPD09jVq3UqnErl270LVrVzg7OyN06s5S1RNQQYH7T7RXLQWA7g0r4YO+UQAg1h/i64oWNfyR+MtfAIDrC7uJ5e9lZKPZ/IJu3wOT2iLU371UMelStL22ju21bfbW3uzsbPz555/w9/eHv7+/1Ty1vSxUKhUyMjLg6emJ9u3bo1GjRlixYoW5wzIZ9fZay+ebnZ2Na9euISwsDC4uLhr7pFy/raO1JInUjiPD1zmSHAoREZHVYXJkg4yaxDAhIiIiO8MJ2TaIz0MjIjKtoo8BIdvCniMCYPjQGhERka1jcmSD9A2ruUlcKE2jXvZIERGRHWByZIOKS2EahnhjUqz+JeS162JCRETF4w3PZEmM9X3knCM70bCKF74Z3aLkgkREBihcriA3N9fMkRD9q/D7WPSRLVIxObJBpVlGXyjmwbNERLo4OjrC09MT9+/fh4uLCzw8PIz+CA9Lo1KpkJubi+zsbKtZ96csrK29KpUK9+/fh5ubm7iQZmkxOSK91P/W2fjfPSKSKDAwEL/99hsUCgUePHhg7nBMThAEPHv2DK6urjafCALW2V4HBwdUrVq1zPEyOSIiolKRyWR48uQJYmJizB1KuVAqlfj555/RunVru1gF3RrbK5fLjdLLZTXJUY8ePZCSkoJ79+7Bx8cHHTt2xKJFi1CpUiWxzLlz5zB69Gj88ssvCAgIwBtvvIG33npLo56tW7dixowZuH79OmrWrIlFixaha9eu5d0ck7KSBJ+IbISjo6PVXDzLwtHREXl5eXBxcWF7bZzlDyL+o127dtiyZQuuXLmCbdu24Y8//sDLL78s7s/IyEDnzp1RrVo1nDp1CkuWLMG7776LtWvXimWOHj2Kvn37YujQoThz5gx69uyJnj174sKFC+ZokskwOSIiIio9q+k5Gj9+vPh7tWrVMHXqVPTs2RNKpRLOzs7YtGkTcnNzsW7dOsjlctStWxcpKSlYtmyZ+JTklStXIi4uDpMnTwYAzJ07F0lJSfjwww+xevVqs7TL0jHPIiIie2M1PUfq0tLSsGnTJsTExIhdfcnJyWjdujXkcrlYLjY2FleuXMGjR4/EMh07dtSoKzY2FsnJyeUXfDkozdpEXKqEiIiogNX0HAHAlClT8OGHHyIrKwvPP/88vv/+e3FfamoqwsLCNMoHBQWJ+3x8fJCamipuUy+Tmppa7DlzcnKQk5Mjvn78+DGAggRNqVSWuU3qlEolsrKy8PDhQzg7O0OVk1W6ep6poMrJ1tiWk+WIhw8famwrrF/5LB/Pnv57PvVyaU9zxe1pjx7CTXhWqph0xlmkvbaO7bVt9tZewP7azPZatydPngAwcKFIwYymTJkiAND7c/nyZbH8/fv3hStXrgh79uwRWrRoIXTt2lVQqVSCIAhCp06dhBEjRmjUf/HiRQGAcOnSJUEQBMHZ2VnYvHmzRpmPPvpICAwMLDbGWbNmlRgjf/jDH/7whz/8sY6fv/76q8T8xKw9RxMnTsSgQYP0lqlevbr4u7+/P/z9/VGrVi3UqVMHISEhOHbsGKKjoxEcHIy7d+9qHFv4Ojg4WPyvrjKF+3WZNm0aJkyYIL5WqVRIS0uDn5+f0dd9yMjIQEhICP766y94enoatW5LxPbaNrbX9tlbm9le6yYIAp48eaJxl3txzJocBQQEICAgoFTHqlQqABCHvKKjozF9+nRxgjYAJCUlISIiAj4+PmKZvXv3Yty4cWI9SUlJiI6OLvY8CoUCCoVCY5u3t3epYjaUp6enTXwRDcX22ja21/bZW5vZXuvl5eVlUDmrmJB9/PhxfPjhh0hJScGNGzewb98+9O3bFzVq1BATm379+kEul2Po0KG4ePEivvrqK6xcuVKj12fs2LHYvXs3li5dil9//RXvvvsuTp48iTFjxpiraURERGRhrCI5cnNzw/bt29GhQwdERERg6NChaNCgAQ4ePCj26nh5eWHPnj24du0amjRpgokTJ2LmzJnibfwAEBMTg82bN2Pt2rVo2LAh/ve//2HHjh2oV6+euZpGREREFsYq7larX78+9u3bV2K5Bg0a4NChQ3rLxMfHIz4+3lihGZVCocCsWbO0hvFsFdtr29he22dvbWZ77YdMELjCDREREVEhqxhWIyIiIiovTI6IiIiI1DA5IiIiIlLD5IiIiIhIDZMjC/HRRx8hNDQULi4uaN68OU6cOGHukEplwYIFeO6551ChQgUEBgaiZ8+euHLlikaZ7OxsjB49Gn5+fvDw8MBLL72ktXL5zZs30a1bN7i5uSEwMBCTJ09GXl5eeTalVBYuXAiZTKax0Kittff27dsYMGAA/Pz84Orqivr16+PkyZPifkEQMHPmTFSsWBGurq7o2LEjfv/9d4060tLS0L9/f3h6esLb2xtDhw5FZmZmeTelRPn5+ZgxYwbCwsLg6uqKGjVqYO7cuRrPZrL29v7888/o3r07KlWqBJlMhh07dmjsN1b7zp07h1atWsHFxQUhISFYvHixqZumk772KpVKTJkyBfXr14e7uzsqVaqEV199FX///bdGHbbS3qJGjhwJmUyGFStWaGy3pvYaTclPQCNTS0xMFORyubBu3Trh4sWLwvDhwwVvb2/h7t275g5NstjYWGH9+vXChQsXhJSUFKFr165C1apVhczMTLHMyJEjhZCQEGHv3r3CyZMnheeff16IiYkR9+fl5Qn16tUTOnbsKJw5c0bYtWuX4O/vL0ybNs0cTTLYiRMnhNDQUKFBgwbC2LFjxe221N60tDShWrVqwqBBg4Tjx48Lf/75p/Djjz8KV69eFcssXLhQ8PLyEnbs2CGcPXtW6NGjhxAWFiY8e/ZMLBMXFyc0bNhQOHbsmHDo0CEhPDxc6Nu3rzmapNe8efMEPz8/4fvvvxeuXbsmbN26VfDw8BBWrlwplrH29u7atUuYPn26sH37dgGA8PXXX2vsN0b7Hj9+LAQFBQn9+/cXLly4IHz55ZeCq6ursGbNmvJqpkhfe9PT04WOHTsKX331lfDrr78KycnJQrNmzYQmTZpo1GEr7VW3fft2oWHDhkKlSpWE5cuXa+yzpvYaC5MjC9CsWTNh9OjR4uv8/HyhUqVKwoIFC8wYlXHcu3dPACAcPHhQEISCPz7Ozs7C1q1bxTKXL18WAAjJycmCIBT8z+zg4CCkpqaKZVatWiV4enoKOTk55dsAAz158kSoWbOmkJSUJLRp00ZMjmytvVOmTBFatmxZ7H6VSiUEBwcLS5YsEbelp6cLCoVC+PLLLwVBEIRLly4JAIRffvlFLPPDDz8IMplMuH37tumCL4Vu3boJQ4YM0dj24osvCv379xcEwfbaW/Tiaaz2/d///Z/g4+Oj8X2eMmWKEBERYeIW6acvWSh04sQJAYBw48YNQRBss723bt0SKleuLFy4cEGoVq2aRnJkze0tCw6rmVlubi5OnTqFjh07itscHBzQsWNHJCcnmzEy43j8+DEAwNfXFwBw6tQpKJVKjfbWrl0bVatWFdubnJyM+vXrIygoSCwTGxuLjIwMXLx4sRyjN9zo0aPRrVs3jXYBttfeb7/9Fk2bNkV8fDwCAwMRFRWFjz/+WNx/7do1pKamarTXy8sLzZs312ivt7c3mjZtKpbp2LEjHBwccPz48fJrjAFiYmKwd+9e/PbbbwCAs2fP4vDhw+jSpQsA22tvUcZqX3JyMlq3bg25XC6WiY2NxZUrV/Do0aNyak3pPH78GDKZTHympq21V6VSYeDAgZg8eTLq1q2rtd/W2msoJkdm9uDBA+Tn52tcGAEgKCgIqampZorKOFQqFcaNG4cWLVqIj2hJTU2FXC7XeniventTU1N1vh+F+yxNYmIiTp8+jQULFmjts7X2/vnnn1i1ahVq1qyJH3/8EaNGjcKbb76JjRs3Avg3Xn3f59TUVAQGBmrsd3Jygq+vr8W1d+rUqejTpw9q164NZ2dnREVFYdy4cejfvz8A22tvUcZqnzV9x9VlZ2djypQp6Nu3r/jgVVtr76JFi+Dk5IQ333xT535ba6+hrOLxIWSdRo8ejQsXLuDw4cPmDsVk/vrrL4wdOxZJSUlwcXExdzgmp1Kp0LRpU8yfPx8AEBUVhQsXLmD16tVISEgwc3TGt2XLFmzatAmbN29G3bp1kZKSgnHjxqFSpUo22V76l1KpRO/evSEIAlatWmXucEzi1KlTWLlyJU6fPg2ZTGbucCwKe47MzN/fH46Ojlp3L929exfBwcFmiqrsxowZg++//x779+9HlSpVxO3BwcHIzc1Fenq6Rnn19gYHB+t8Pwr3WZJTp07h3r17aNy4MZycnODk5ISDBw/iv//9L5ycnBAUFGRT7a1YsSIiIyM1ttWpUwc3b94E8G+8+r7PwcHBuHfvnsb+vLw8pKWlWVx7J0+eLPYe1a9fHwMHDsT48ePFXkJba29RxmqfNX3HgX8Toxs3biApKUnsNQJsq72HDh3CvXv3ULVqVfHv140bNzBx4kSEhoYCsK32SsHkyMzkcjmaNGmCvXv3ittUKhX27t2L6OhoM0ZWOoIgYMyYMfj666+xb98+hIWFaexv0qQJnJ2dNdp75coV3Lx5U2xvdHQ0zp8/r/E/ZOEfqKIXZnPr0KEDzp8/j5SUFPGnadOm6N+/v/i7LbW3RYsWWksz/Pbbb6hWrRoAICwsDMHBwRrtzcjIwPHjxzXam56ejlOnToll9u3bB5VKhebNm5dDKwyXlZUFBwfNP5OOjo5QqVQAbK+9RRmrfdHR0fj555+hVCrFMklJSYiIiICPj085tcYwhYnR77//jp9++gl+fn4a+22pvQMHDsS5c+c0/n5VqlQJkydPxo8//gjAttoriblnhFPBrfwKhULYsGGDcOnSJWHEiBGCt7e3xt1L1mLUqFGCl5eXcODAAeHOnTviT1ZWllhm5MiRQtWqVYV9+/YJJ0+eFKKjo4Xo6Ghxf+Gt7Z07dxZSUlKE3bt3CwEBARZ5a7su6nerCYJttffEiROCk5OTMG/ePOH3338XNm3aJLi5uQlffPGFWGbhwoWCt7e38M033wjnzp0TXnjhBZ23fkdFRQnHjx8XDh8+LNSsWdNibm1Xl5CQIFSuXFm8lX/79u2Cv7+/8NZbb4llrL29T548Ec6cOSOcOXNGACAsW7ZMOHPmjHh3ljHal56eLgQFBQkDBw4ULly4ICQmJgpubm5mudVbX3tzc3OFHj16CFWqVBFSUlI0/oap34llK+3VpejdaoJgXe01FiZHFuKDDz4QqlatKsjlcqFZs2bCsWPHzB1SqQDQ+bN+/XqxzLNnz4TXX39d8PHxEdzc3IRevXoJd+7c0ajn+vXrQpcuXQRXV1fB399fmDhxoqBUKsu5NaVTNDmytfZ+9913Qr169QSFQiHUrl1bWLt2rcZ+lUolzJgxQwgKChIUCoXQoUMH4cqVKxplHj58KPTt21fw8PAQPD09hcGDBwtPnjwpz2YYJCMjQxg7dqxQtWpVwcXFRahevbowffp0jQultbd3//79Ov+fTUhIEATBeO07e/as0LJlS0GhUAiVK1cWFi5cWF5N1KCvvdeuXSv2b9j+/fvFOmylvbroSo6sqb3GIhMEtaVeiYiIiOwc5xwRERERqWFyRERERKSGyRERERGRGiZHRERERGqYHBERERGpYXJEREREpIbJEREREZEaJkdEZBbXr1+HTCZDSkqKyc4xaNAg9OzZ02T1m1poaChWrFhh7jCI7A6TIyKSbNCgQZDJZFo/cXFxBtcREhKCO3fuoF69eiaMlIhIOidzB0BE1ikuLg7r16/X2KZQKAw+3tHR0Wqf2G3NcnNzIZfLzR0GkUVjzxERlYpCoUBwcLDGj/oTuGUyGVatWoUuXbrA1dUV1atXx//+9z9xf9FhtUePHqF///4ICAiAq6sratasqZF8nT9/Hu3bt4erqyv8/PwwYsQIZGZmivvz8/MxYcIEeHt7w8/PD2+99RaKPh1JpVJhwYIFCAsLg6urKxo2bKgRky6hoaGYP38+hgwZggoVKqBq1apYu3atuP/AgQOQyWRIT08Xt6WkpEAmk+H69esAgA0bNsDb2xvff/89IiIi4ObmhpdffhlZWVnYuHEjQkND4ePjgzfffBP5+fka53/y5An69u0Ld3d3VK5cGR999JHG/vT0dAwbNgwBAQHw9PRE+/btcfbsWXH/u+++i0aNGuGTTz5BWFgYXFxc9LaXiJgcEZEJzZgxAy+99BLOnj2L/v37o0+fPrh8+XKxZS9duoQffvgBly9fxqpVq+Dv7w8AePr0KWJjY+Hj44NffvkFW7duxU8//YQxY8aIxy9duhQbNmzAunXrcPjwYaSlpeHrr7/WOMeCBQvw2WefYfXq1bh48SLGjx+PAQMG4ODBg3rbsXTpUjRt2hRnzpzB66+/jlGjRuHKlSuS3ousrCz897//RWJiInbv3o0DBw6gV69e2LVrF3bt2oXPP/8ca9as0UrWlixZgoYNG+LMmTOYOnUqxo4di6SkJHF/fHw87t27hx9++AGnTp1C48aN0aFDB6SlpYllrl69im3btmH79u0mneNFZDPM/OBbIrJCCQkJgqOjo+Du7q7xM2/ePLEMAGHkyJEaxzVv3lwYNWqUIAiC+AT0M2fOCIIgCN27dxcGDx6s83xr164VfHx8hMzMTHHbzp07BQcHByE1NVUQBEGoWLGisHjxYnG/UqkUqlSpIrzwwguCIAhCdna24ObmJhw9elSj7qFDhwp9+/Yttq3VqlUTBgwYIL5WqVRCYGCgsGrVKkEQ/n3q+aNHj8QyZ86cEQAI165dEwRBENavXy8AEK5evSqWee211wQ3NzeNp5vHxsYKr732msa54+LiNOJ55ZVXhC5dugiCIAiHDh0SPD09hezsbI0yNWrUENasWSMIgiDMmjVLcHZ2Fu7du1dsG4lIE+ccEVGptGvXDqtWrdLY5uvrq/E6Ojpa63VxPRejRo3CSy+9hNOnT6Nz587o2bMnYmJiAACXL19Gw4YN4e7uLpZv0aIFVCoVrly5AhcXF9y5cwfNmzcX9zs5OaFp06bi0NrVq1eRlZWFTp06aZw3NzcXUVFRetvaoEED8XeZTIbg4GDcu3dP7zFFubm5oUaNGuLroKAghIaGwsPDQ2Nb0Xp1vYeFd7CdPXsWmZmZ8PPz0yjz7Nkz/PHHH+LratWqISAgQFK8RPaMyRERlYq7uzvCw8ONVl+XLl1w48YN7Nq1C0lJSejQoQNGjx6N999/3yj1F85P2rlzJypXrqyxr6SJ5M7OzhqvZTIZVCoVAMDBoWB2gqA2v0mpVBpUh756DZGZmYmKFSviwIEDWvu8vb3F39WTSiIqGeccEZHJHDt2TOt1nTp1ii0fEBCAhIQEfPHFF1ixYoU48blOnTo4e/Ysnj59KpY9cuQIHBwcEBERAS8vL1SsWBHHjx8X9+fl5eHUqVPi68jISCgUCty8eRPh4eEaPyEhIaVuY2GPzJ07d8RtxpzXo+89bNy4MVJTU+Hk5KTVpsL5WkQkHXuOiKhUcnJykJqaqrHNyclJ46K8detWNG3aFC1btsSmTZtw4sQJfPrppzrrmzlzJpo0aYK6desiJycH33//vZgE9O/fH7NmzUJCQgLeffdd3L9/H2+88QYGDhyIoKAgAMDYsWOxcOFC1KxZE7Vr18ayZcs07iCrUKECJk2ahPHjx0OlUqFly5Z4/Pgxjhw5Ak9PTyQkJJTqfShMrt59913MmzcPv/32G5YuXVqqunQ5cuQIFi9ejJ49eyIpKQlbt27Fzp07AQAdO3ZEdHQ0evbsicWLF6NWrVr4+++/sXPnTvTq1QtNmzY1WhxE9oTJERGVyu7du1GxYkWNbREREfj111/F17Nnz0ZiYiJef/11VKxYEV9++SUiIyN11ieXyzFt2jRcv34drq6uaNWqFRITEwEUzNf58ccfMXbsWDz33HNwc3PDSy+9hGXLlonHT5w4EXfu3EFCQgIcHBwwZMgQ9OrVC48fPxbLzJ07FwEBAViwYAH+/PNPeHt7o3Hjxnj77bdL/T44Ozvjyy+/xKhRo9CgQQM899xzeO+99xAfH1/qOtVNnDgRJ0+exOzZs+Hp6Ylly5YhNjYWQMEw3K5duzB9+nQMHjwY9+/fR3BwMFq3bi0mjUQknUwQiiwEQkRkBDKZDF9//bVVP76DiOwT5xwRERERqWFyRERERKSGc46IyCQ4Yk9E1oo9R0RERERqmBwRERERqWFyRERERKSGyRERERGRGiZHRERERGqYHBERERGpYXJEREREpIbJEREREZEaJkdEREREav4fdlNpdpY9lYEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot reward graph\n",
    "plot_rewards(\"Taxi\", rewards[:1500], 'Expected SARSA')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Watch Trained Agent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving video to /home/nsanghi/sandbox/apress/drl-2ed/chapter4/logs/videos/ExpectedSARSAAgent-Taxi-v3-step-0-to-step-200.mp4\n",
      "Moviepy - Building video /home/nsanghi/sandbox/apress/drl-2ed/chapter4/logs/videos/ExpectedSARSAAgent-Taxi-v3-step-0-to-step-200.mp4.\n",
      "Moviepy - Writing video /home/nsanghi/sandbox/apress/drl-2ed/chapter4/logs/videos/ExpectedSARSAAgent-Taxi-v3-step-0-to-step-200.mp4\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                                                        "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Moviepy - Done !\n",
      "Moviepy - video ready /home/nsanghi/sandbox/apress/drl-2ed/chapter4/logs/videos/ExpectedSARSAAgent-Taxi-v3-step-0-to-step-200.mp4\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r"
     ]
    }
   ],
   "source": [
    "env_id = \"Taxi-v3\"\n",
    "video_folder = \"logs/videos/\"\n",
    "video_length = 200\n",
    "               \n",
    "video_file = record_video(env_id, video_folder, video_length, agent)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<video width=400 controls>\n",
       "      <source src=\"data:video/mp4;base64,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\" type=\"video/mp4\">\n",
       "</video>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mp4 = open(video_file, 'rb').read()\n",
    "data_url = \"data:video/mp4;base64,\" + b64encode(mp4).decode()\n",
    "HTML(\"\"\"\n",
    "<video width=400 controls>\n",
    "      <source src=\"%s\" type=\"video/mp4\">\n",
    "</video>\n",
    "\"\"\" % data_url)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conclusion\n",
    "\n",
    "We see that Expected SARSA Agent learns the optimal policy by about 1000 episodes of training in case of Cliff World. If you see the update equation, you will notice that Q(S',A') is averaged over. So even with exploration, it is able to learn a policy better than normal SARA. The policy learnt by agent here is to go through the middle row which is kind of a combination of both SARSA and Q-learning. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Expected SARSA Update\n",
    "def update(self, state, action, reward, next_state, done):\n",
    "    if not done:\n",
    "        best_next_action = self.max_action(next_state)\n",
    "        actions = self.get_possible_actions(next_state)\n",
    "        next_q = 0\n",
    "        for next_action in actions:\n",
    "            if next_action == best_next_action:\n",
    "                next_q += (1-self.epsilon+self.epsilon/len(actions)) * \\\n",
    "                           self.get_Q(next_state, next_action)\n",
    "            else:\n",
    "                next_q += (self.epsilon/len(actions)) * \\\n",
    "                           self.get_Q(next_state, next_action)\n",
    "\n",
    "        td_error = reward + self.gamma * next_q - self.get_Q(state, action)\n",
    "    else:\n",
    "        td_error = reward - self.get_Q(state, action)\n",
    "\n",
    "    new_value = self.get_Q(state, action) + self.alpha * td_error\n",
    "    self.set_Q(state, action, new_value)\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
